diff --git a/train/annotations/0109_0001.xml b/train/annotations/0109_0001.xml
deleted file mode 100644
index eb1b12f9e2528c8d91c84e16c8f9e501d8b6e53f..0000000000000000000000000000000000000000
--- a/train/annotations/0109_0001.xml
+++ /dev/null
@@ -1,496 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0109_0001.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1279</width>
-        <height>1939</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>126</xmin>
-            <ymin>1160</ymin>
-            <xmax>502</xmax>
-            <ymax>1362</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>157</xmin>
-            <ymin>867</ymin>
-            <xmax>525</xmax>
-            <ymax>1059</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>874</xmin>
-            <ymin>872</ymin>
-            <xmax>1222</xmax>
-            <ymax>1078</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>188</xmin>
-            <ymin>594</ymin>
-            <xmax>532</xmax>
-            <ymax>779</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>184</xmin>
-            <ymin>303</ymin>
-            <xmax>550</xmax>
-            <ymax>498</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>115</xmin>
-            <ymin>1730</ymin>
-            <xmax>501</xmax>
-            <ymax>1932</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>113</xmin>
-            <ymin>1445</ymin>
-            <xmax>498</xmax>
-            <ymax>1640</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>138</xmin>
-            <ymin>1163</ymin>
-            <xmax>557</xmax>
-            <ymax>1340</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>345</xmin>
-            <ymin>1055</ymin>
-            <xmax>400</xmax>
-            <ymax>1108</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>895</xmin>
-            <ymin>917</ymin>
-            <xmax>1267</xmax>
-            <ymax>1075</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>646</xmin>
-            <ymin>930</ymin>
-            <xmax>718</xmax>
-            <ymax>982</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>192</xmin>
-            <ymin>907</ymin>
-            <xmax>400</xmax>
-            <ymax>981</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>201</xmin>
-            <ymin>607</ymin>
-            <xmax>415</xmax>
-            <ymax>763</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>198</xmin>
-            <ymin>310</ymin>
-            <xmax>597</xmax>
-            <ymax>491</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>227</xmin>
-            <ymin>40</ymin>
-            <xmax>560</xmax>
-            <ymax>132</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>145</xmin>
-            <ymin>1770</ymin>
-            <xmax>496</xmax>
-            <ymax>1916</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>150</xmin>
-            <ymin>1492</ymin>
-            <xmax>486</xmax>
-            <ymax>1614</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>311</xmin>
-            <ymin>1049</ymin>
-            <xmax>381</xmax>
-            <ymax>1156</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>333</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>888</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>341</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>785</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>319</xmin>
-            <ymin>771</ymin>
-            <xmax>385</xmax>
-            <ymax>876</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>351</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1164</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>352</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1069</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>580</xmin>
-            <ymin>638</ymin>
-            <xmax>989</xmax>
-            <ymax>872</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>979</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1074</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>585</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1260</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>331</xmin>
-            <ymin>210</ymin>
-            <xmax>402</xmax>
-            <ymax>317</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>361</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1726</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>358</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1627</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>520</xmin>
-            <ymin>929</ymin>
-            <xmax>843</xmax>
-            <ymax>997</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>523</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>978</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>837</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>987</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>313</xmin>
-            <ymin>492</ymin>
-            <xmax>408</xmax>
-            <ymax>605</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>352</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1443</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>347</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1342</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>263</xmin>
-            <ymin>1626</ymin>
-            <xmax>344</xmax>
-            <ymax>1726</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>294</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>308</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>290</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>217</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>268</xmin>
-            <ymin>1349</ymin>
-            <xmax>346</xmax>
-            <ymax>1459</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>303</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>586</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>305</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>484</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>200</xmin>
-            <ymin>12</ymin>
-            <xmax>574</xmax>
-            <ymax>215</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0109_0002.xml b/train/annotations/0109_0002.xml
deleted file mode 100644
index 011a02a77f61662d4951afc255c82bc2ac8c32fc..0000000000000000000000000000000000000000
--- a/train/annotations/0109_0002.xml
+++ /dev/null
@@ -1,338 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0109_0002.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2161</width>
-        <height>957</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1745</xmin>
-            <ymin>100</ymin>
-            <xmax>2107</xmax>
-            <ymax>369</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>917</xmin>
-            <ymin>621</ymin>
-            <xmax>1323</xmax>
-            <ymax>864</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>98</xmin>
-            <ymin>613</ymin>
-            <xmax>514</xmax>
-            <ymax>879</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>339</xmin>
-            <ymin>93</ymin>
-            <xmax>750</xmax>
-            <ymax>359</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1479</xmin>
-            <ymin>196</ymin>
-            <xmax>1561</xmax>
-            <ymax>251</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1112</xmin>
-            <ymin>176</ymin>
-            <xmax>1346</xmax>
-            <ymax>248</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1718</xmin>
-            <ymin>705</ymin>
-            <xmax>2018</xmax>
-            <ymax>784</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1765</xmin>
-            <ymin>185</ymin>
-            <xmax>2067</xmax>
-            <ymax>271</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>959</xmin>
-            <ymin>708</ymin>
-            <xmax>1171</xmax>
-            <ymax>776</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>134</xmin>
-            <ymin>684</ymin>
-            <xmax>425</xmax>
-            <ymax>760</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>374</xmin>
-            <ymin>174</ymin>
-            <xmax>623</xmax>
-            <ymax>251</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1046</xmin>
-            <ymin>104</ymin>
-            <xmax>1399</xmax>
-            <ymax>373</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>759</xmin>
-            <ymin>195</ymin>
-            <xmax>988</xmax>
-            <ymax>271</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>767</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>723</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>984</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>727</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1415</xmin>
-            <ymin>211</ymin>
-            <xmax>1655</xmax>
-            <ymax>280</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1417</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>715</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1653</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>713</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1194</xmin>
-            <ymin>362</ymin>
-            <xmax>1314</xmax>
-            <ymax>625</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1222</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>584</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1235</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>337</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1337</xmin>
-            <ymin>731</ymin>
-            <xmax>1629</xmax>
-            <ymax>811</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1341</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>200</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1621</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>191</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>208</xmin>
-            <ymin>185</ymin>
-            <xmax>355</xmax>
-            <ymax>627</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>218</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>337</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>342</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>740</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1670</xmin>
-            <ymin>635</ymin>
-            <xmax>2104</xmax>
-            <ymax>902</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0001.xml b/train/annotations/0116_0001.xml
deleted file mode 100644
index 62a998732ccb2c3bd862c6eea1acf94c991ccdbb..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0001.xml
+++ /dev/null
@@ -1,211 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0001.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2221</width>
-        <height>2416</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>196</xmin>
-            <ymin>1054</ymin>
-            <xmax>969</xmax>
-            <ymax>1424</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1694</xmin>
-            <ymin>313</ymin>
-            <xmax>1979</xmax>
-            <ymax>665</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1614</xmin>
-            <ymin>1502</ymin>
-            <xmax>2129</xmax>
-            <ymax>2018</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1643</xmin>
-            <ymin>992</ymin>
-            <xmax>1952</xmax>
-            <ymax>1373</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1713</xmin>
-            <ymin>1081</ymin>
-            <xmax>1847</xmax>
-            <ymax>1269</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1769</xmin>
-            <ymin>404</ymin>
-            <xmax>1869</xmax>
-            <ymax>539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>301</xmin>
-            <ymin>1110</ymin>
-            <xmax>843</xmax>
-            <ymax>1344</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1683</xmin>
-            <ymin>1561</ymin>
-            <xmax>2030</xmax>
-            <ymax>1932</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>955</xmin>
-            <ymin>609</ymin>
-            <xmax>1719</xmax>
-            <ymax>1283</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>970</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1152</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1704</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1784</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>949</xmin>
-            <ymin>1256</ymin>
-            <xmax>1646</xmax>
-            <ymax>1321</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1114</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1631</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1137</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>949</xmin>
-            <ymin>1315</ymin>
-            <xmax>1635</xmax>
-            <ymax>1825</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1082</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1608</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>610</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0002.xml b/train/annotations/0116_0002.xml
deleted file mode 100644
index 6acbcac18ea24f7f753bab9d9701f564579dc556..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0002.xml
+++ /dev/null
@@ -1,343 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0002.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3240</width>
-        <height>1949</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>26</xmin>
-            <ymin>802</ymin>
-            <xmax>665</xmax>
-            <ymax>1129</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2216</xmin>
-            <ymin>78</ymin>
-            <xmax>3078</xmax>
-            <ymax>504</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2225</xmin>
-            <ymin>716</ymin>
-            <xmax>2783</xmax>
-            <ymax>1188</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1672</xmin>
-            <ymin>195</ymin>
-            <xmax>2337</xmax>
-            <ymax>329</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1683</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1662</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2325</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1710</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2116</xmin>
-            <ymin>1369</ymin>
-            <xmax>2564</xmax>
-            <ymax>1803</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1284</xmin>
-            <ymin>154</ymin>
-            <xmax>1537</xmax>
-            <ymax>476</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1215</xmin>
-            <ymin>1202</ymin>
-            <xmax>1665</xmax>
-            <ymax>1634</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1241</xmin>
-            <ymin>762</ymin>
-            <xmax>1513</xmax>
-            <ymax>1093</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1351</xmin>
-            <ymin>235</ymin>
-            <xmax>1444</xmax>
-            <ymax>361</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1279</xmin>
-            <ymin>1262</ymin>
-            <xmax>1584</xmax>
-            <ymax>1562</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1308</xmin>
-            <ymin>836</ymin>
-            <xmax>1418</xmax>
-            <ymax>1009</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>103</xmin>
-            <ymin>859</ymin>
-            <xmax>558</xmax>
-            <ymax>1057</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1512</xmin>
-            <ymin>883</ymin>
-            <xmax>2230</xmax>
-            <ymax>1589</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1522</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1049</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2212</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>377</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1510</xmin>
-            <ymin>881</ymin>
-            <xmax>2239</xmax>
-            <ymax>957</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1522</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1049</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2224</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1013</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>641</xmin>
-            <ymin>422</ymin>
-            <xmax>1300</xmax>
-            <ymax>1005</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>653</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>954</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1289</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1511</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>648</xmin>
-            <ymin>1032</ymin>
-            <xmax>1233</xmax>
-            <ymax>1473</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>659</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>904</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1214</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>496</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>653</xmin>
-            <ymin>989</ymin>
-            <xmax>1244</xmax>
-            <ymax>1029</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>658</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>936</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1234</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>939</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0010.xml b/train/annotations/0116_0010.xml
deleted file mode 100644
index 9e0ecb1704b19505d5967098e46c1718a4ee8e89..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0010.xml
+++ /dev/null
@@ -1,141 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0010.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2438</width>
-        <height>1981</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>62</xmin>
-            <ymin>1216</ymin>
-            <xmax>1435</xmax>
-            <ymax>1914</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>372</xmin>
-            <ymin>111</ymin>
-            <xmax>1037</xmax>
-            <ymax>761</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1717</xmin>
-            <ymin>1278</ymin>
-            <xmax>2258</xmax>
-            <ymax>1899</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>608</xmin>
-            <ymin>329</ymin>
-            <xmax>801</xmax>
-            <ymax>532</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>306</xmin>
-            <ymin>1379</ymin>
-            <xmax>969</xmax>
-            <ymax>1725</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>504</xmin>
-            <ymin>745</ymin>
-            <xmax>845</xmax>
-            <ymax>1267</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>680</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1216</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>649</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>760</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>652</xmin>
-            <ymin>748</ymin>
-            <xmax>2089</xmax>
-            <ymax>1315</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>682</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1207</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1939</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>688</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0011.xml b/train/annotations/0116_0011.xml
deleted file mode 100644
index d21d1d3d156f0cb6e88b0fcf042e122d6c649cd3..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0011.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0011.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2287</width>
-        <height>1605</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>279</xmin>
-            <ymin>64</ymin>
-            <xmax>1486</xmax>
-            <ymax>577</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>986</xmin>
-            <ymin>1006</ymin>
-            <xmax>1242</xmax>
-            <ymax>1354</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>130</xmin>
-            <ymin>1051</ymin>
-            <xmax>441</xmax>
-            <ymax>1526</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>534</xmin>
-            <ymin>999</ymin>
-            <xmax>911</xmax>
-            <ymax>1556</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1367</xmin>
-            <ymin>877</ymin>
-            <xmax>1915</xmax>
-            <ymax>1329</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>431</xmin>
-            <ymin>125</ymin>
-            <xmax>1444</xmax>
-            <ymax>472</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>307</xmin>
-            <ymin>550</ymin>
-            <xmax>772</xmax>
-            <ymax>1070</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>747</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1042</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>325</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>549</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>534</xmin>
-            <ymin>549</ymin>
-            <xmax>770</xmax>
-            <ymax>1020</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>740</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1037</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>700</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>599</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1117</xmin>
-            <ymin>552</ymin>
-            <xmax>1372</xmax>
-            <ymax>1001</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1345</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1042</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1135</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>622</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1251</xmin>
-            <ymin>552</ymin>
-            <xmax>1472</xmax>
-            <ymax>1015</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1344</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1037</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1453</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>604</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1260</xmin>
-            <ymin>983</ymin>
-            <xmax>1921</xmax>
-            <ymax>1347</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0012.xml b/train/annotations/0116_0012.xml
deleted file mode 100644
index aa83900f78045c63c26bcd909eae797d24d064f3..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0012.xml
+++ /dev/null
@@ -1,27 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0012.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1493</width>
-        <height>984</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>43</xmin>
-            <ymin>156</ymin>
-            <xmax>1417</xmax>
-            <ymax>814</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0013.xml b/train/annotations/0116_0013.xml
deleted file mode 100644
index 051d0f9a18109d321556bbd59b09044022fcfa66..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0013.xml
+++ /dev/null
@@ -1,185 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0013.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2479</width>
-        <height>1814</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>736</xmin>
-            <ymin>52</ymin>
-            <xmax>1836</xmax>
-            <ymax>699</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>0</xmin>
-            <ymin>1308</ymin>
-            <xmax>711</xmax>
-            <ymax>1802</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1772</xmin>
-            <ymin>1225</ymin>
-            <xmax>2413</xmax>
-            <ymax>1777</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>838</xmin>
-            <ymin>1086</ymin>
-            <xmax>1530</xmax>
-            <ymax>1809</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>949</xmin>
-            <ymin>237</ymin>
-            <xmax>1725</xmax>
-            <ymax>503</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>112</xmin>
-            <ymin>1403</ymin>
-            <xmax>697</xmax>
-            <ymax>1780</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>391</xmin>
-            <ymin>562</ymin>
-            <xmax>1253</xmax>
-            <ymax>1298</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1220</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1215</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>436</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>551</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1168</xmin>
-            <ymin>535</ymin>
-            <xmax>1265</xmax>
-            <ymax>1120</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1224</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1232</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1185</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>711</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1176</xmin>
-            <ymin>580</ymin>
-            <xmax>2103</xmax>
-            <ymax>1244</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1232</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1211</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2072</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>601</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0015.xml b/train/annotations/0116_0015.xml
deleted file mode 100644
index 6a1f05929efda49aa472628f6b794df9e8b58a05..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0015.xml
+++ /dev/null
@@ -1,198 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0015.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1591</width>
-        <height>1922</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>577</xmin>
-            <ymin>1505</ymin>
-            <xmax>1382</xmax>
-            <ymax>1911</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>758</xmin>
-            <ymin>1</ymin>
-            <xmax>1521</xmax>
-            <ymax>520</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>395</xmin>
-            <ymin>558</ymin>
-            <xmax>617</xmax>
-            <ymax>968</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>475</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1347</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>468</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>969</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>179</xmin>
-            <ymin>123</ymin>
-            <xmax>664</xmax>
-            <ymax>580</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>933</xmin>
-            <ymin>159</ymin>
-            <xmax>1298</xmax>
-            <ymax>388</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>829</xmin>
-            <ymin>1669</ymin>
-            <xmax>1273</xmax>
-            <ymax>1874</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>205</xmin>
-            <ymin>1031</ymin>
-            <xmax>814</xmax>
-            <ymax>1227</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>952</xmin>
-            <ymin>1057</ymin>
-            <xmax>1213</xmax>
-            <ymax>1560</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>962</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>859</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1143</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>377</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>734</xmin>
-            <ymin>479</ymin>
-            <xmax>1073</xmax>
-            <ymax>958</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1042</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1430</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>790</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>979</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>51</xmin>
-            <ymin>947</ymin>
-            <xmax>950</xmax>
-            <ymax>1272</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0016.xml b/train/annotations/0116_0016.xml
deleted file mode 100644
index 386e73dd188c78472abd587d6e6fbd1651c8f38f..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0016.xml
+++ /dev/null
@@ -1,255 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0016.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1242</width>
-        <height>1259</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>33</xmin>
-            <ymin>915</ymin>
-            <xmax>608</xmax>
-            <ymax>1221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>665</xmin>
-            <ymin>633</ymin>
-            <xmax>1168</xmax>
-            <ymax>1119</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1128</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>612</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>674</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>165</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1024</xmin>
-            <ymin>466</ymin>
-            <xmax>1164</xmax>
-            <ymax>593</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>310</xmin>
-            <ymin>449</ymin>
-            <xmax>512</xmax>
-            <ymax>558</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>803</xmin>
-            <ymin>368</ymin>
-            <xmax>856</xmax>
-            <ymax>489</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>233</xmin>
-            <ymin>103</ymin>
-            <xmax>529</xmax>
-            <ymax>208</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>150</xmin>
-            <ymin>1010</ymin>
-            <xmax>460</xmax>
-            <ymax>1123</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>386</xmin>
-            <ymin>717</ymin>
-            <xmax>475</xmax>
-            <ymax>801</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>322</xmin>
-            <ymin>630</ymin>
-            <xmax>366</xmax>
-            <ymax>952</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>339</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>615</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>342</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>317</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>169</xmin>
-            <ymin>377</ymin>
-            <xmax>618</xmax>
-            <ymax>643</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>632</xmin>
-            <ymin>502</ymin>
-            <xmax>1010</xmax>
-            <ymax>599</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>642</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>730</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>996</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>730</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>347</xmin>
-            <ymin>262</ymin>
-            <xmax>470</xmax>
-            <ymax>387</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>412</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>987</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>397</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>881</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>131</xmin>
-            <ymin>49</ymin>
-            <xmax>683</xmax>
-            <ymax>261</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0017.xml b/train/annotations/0116_0017.xml
deleted file mode 100644
index 443a1c459b5bd49b90113db61f67863871f94c62..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0017.xml
+++ /dev/null
@@ -1,167 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0017.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2149</width>
-        <height>1850</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>802</xmin>
-            <ymin>1165</ymin>
-            <xmax>2099</xmax>
-            <ymax>1829</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>60</xmin>
-            <ymin>22</ymin>
-            <xmax>1139</xmax>
-            <ymax>809</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>185</xmin>
-            <ymin>803</ymin>
-            <xmax>413</xmax>
-            <ymax>1259</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>327</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1024</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>290</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>619</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>76</xmin>
-            <ymin>1208</ymin>
-            <xmax>500</xmax>
-            <ymax>1652</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1324</xmin>
-            <ymin>690</ymin>
-            <xmax>1723</xmax>
-            <ymax>1089</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1443</xmin>
-            <ymin>799</ymin>
-            <xmax>1620</xmax>
-            <ymax>967</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>329</xmin>
-            <ymin>182</ymin>
-            <xmax>1293</xmax>
-            <ymax>597</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>222</xmin>
-            <ymin>1346</ymin>
-            <xmax>469</xmax>
-            <ymax>1539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1089</xmin>
-            <ymin>472</ymin>
-            <xmax>1515</xmax>
-            <ymax>700</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1098</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1269</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1433</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1183</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0018.xml b/train/annotations/0116_0018.xml
deleted file mode 100644
index 5ba2d1b785cc66cd09644e73ae59a93e3e52e000..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0018.xml
+++ /dev/null
@@ -1,242 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0018.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1923</width>
-        <height>1841</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>141</xmin>
-            <ymin>16</ymin>
-            <xmax>873</xmax>
-            <ymax>292</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>217</xmin>
-            <ymin>541</ymin>
-            <xmax>777</xmax>
-            <ymax>926</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>763</xmin>
-            <ymin>595</ymin>
-            <xmax>1600</xmax>
-            <ymax>1225</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>779</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1097</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1473</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>633</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>560</xmin>
-            <ymin>1333</ymin>
-            <xmax>921</xmax>
-            <ymax>1724</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>12</xmin>
-            <ymin>1427</ymin>
-            <xmax>211</xmax>
-            <ymax>1668</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>653</xmin>
-            <ymin>1419</ymin>
-            <xmax>867</xmax>
-            <ymax>1621</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1244</xmin>
-            <ymin>1337</ymin>
-            <xmax>1726</xmax>
-            <ymax>1576</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>72</xmin>
-            <ymin>1474</ymin>
-            <xmax>192</xmax>
-            <ymax>1599</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>135</xmin>
-            <ymin>910</ymin>
-            <xmax>501</xmax>
-            <ymax>1423</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>460</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>919</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>149</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>432</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>450</xmin>
-            <ymin>905</ymin>
-            <xmax>751</xmax>
-            <ymax>1345</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>466</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>915</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>718</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>512</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>430</xmin>
-            <ymin>288</ymin>
-            <xmax>693</xmax>
-            <ymax>638</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>530</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1533</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>532</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1218</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1172</xmin>
-            <ymin>1298</ymin>
-            <xmax>1831</xmax>
-            <ymax>1601</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0019.xml b/train/annotations/0116_0019.xml
deleted file mode 100644
index f99d23a283a529426f0836df544a49fb62c88e10..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0019.xml
+++ /dev/null
@@ -1,40 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0019.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2465</width>
-        <height>926</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>22</xmin>
-            <ymin>57</ymin>
-            <xmax>2456</xmax>
-            <ymax>886</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>167</xmin>
-            <ymin>200</ymin>
-            <xmax>2336</xmax>
-            <ymax>730</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0020.xml b/train/annotations/0116_0020.xml
deleted file mode 100644
index bd2699b05f493f17070df586cad1af49f99d34cd..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0020.xml
+++ /dev/null
@@ -1,255 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0020.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2293</width>
-        <height>2387</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>249</xmin>
-            <ymin>94</ymin>
-            <xmax>1997</xmax>
-            <ymax>1007</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1634</xmin>
-            <ymin>1635</ymin>
-            <xmax>2159</xmax>
-            <ymax>2174</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>931</xmin>
-            <ymin>829</ymin>
-            <xmax>1700</xmax>
-            <ymax>1561</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1541</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1518</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1029</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>866</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1355</xmin>
-            <ymin>834</ymin>
-            <xmax>1695</xmax>
-            <ymax>1582</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1530</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1515</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1446</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>834</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1435</xmin>
-            <ymin>829</ymin>
-            <xmax>2058</xmax>
-            <ymax>1643</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1530</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1510</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1889</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>770</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>661</xmin>
-            <ymin>1513</ymin>
-            <xmax>1289</xmax>
-            <ymax>2073</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>112</xmin>
-            <ymin>1837</ymin>
-            <xmax>517</xmax>
-            <ymax>2235</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1231</xmin>
-            <ymin>1574</ymin>
-            <xmax>1602</xmax>
-            <ymax>1999</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>814</xmin>
-            <ymin>1580</ymin>
-            <xmax>1101</xmax>
-            <ymax>1962</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>547</xmin>
-            <ymin>349</ymin>
-            <xmax>1528</xmax>
-            <ymax>673</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>199</xmin>
-            <ymin>1879</ymin>
-            <xmax>443</xmax>
-            <ymax>2192</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1721</xmin>
-            <ymin>1720</ymin>
-            <xmax>1995</xmax>
-            <ymax>2046</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>324</xmin>
-            <ymin>869</ymin>
-            <xmax>777</xmax>
-            <ymax>1837</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>735</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1497</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>358</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>579</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0022.xml b/train/annotations/0116_0022.xml
deleted file mode 100644
index 06f04102a18a8e85990e8cce15b2ffac8f986945..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0022.xml
+++ /dev/null
@@ -1,338 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0022.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1811</width>
-        <height>2116</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>412</xmin>
-            <ymin>385</ymin>
-            <xmax>802</xmax>
-            <ymax>613</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1227</xmin>
-            <ymin>1078</ymin>
-            <xmax>1674</xmax>
-            <ymax>1309</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>195</xmin>
-            <ymin>1400</ymin>
-            <xmax>748</xmax>
-            <ymax>1866</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1138</xmin>
-            <ymin>1546</ymin>
-            <xmax>1672</xmax>
-            <ymax>2042</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1336</xmin>
-            <ymin>1118</ymin>
-            <xmax>1575</xmax>
-            <ymax>1250</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>510</xmin>
-            <ymin>70</ymin>
-            <xmax>759</xmax>
-            <ymax>206</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>435</xmin>
-            <ymin>902</ymin>
-            <xmax>755</xmax>
-            <ymax>1059</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>971</xmin>
-            <ymin>594</ymin>
-            <xmax>1150</xmax>
-            <ymax>878</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>473</xmin>
-            <ymin>411</ymin>
-            <xmax>750</xmax>
-            <ymax>570</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>308</xmin>
-            <ymin>1532</ymin>
-            <xmax>640</xmax>
-            <ymax>1718</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>604</xmin>
-            <ymin>1142</ymin>
-            <xmax>835</xmax>
-            <ymax>1356</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>812</xmin>
-            <ymin>853</ymin>
-            <xmax>1471</xmax>
-            <ymax>1104</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>830</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1184</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1433</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1039</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>521</xmin>
-            <ymin>1180</ymin>
-            <xmax>574</xmax>
-            <ymax>1395</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>550</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>926</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>545</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>739</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>292</xmin>
-            <ymin>794</ymin>
-            <xmax>839</xmax>
-            <ymax>1182</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1360</xmin>
-            <ymin>1271</ymin>
-            <xmax>1554</xmax>
-            <ymax>1550</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1436</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>827</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1417</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>586</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>564</xmin>
-            <ymin>229</ymin>
-            <xmax>653</xmax>
-            <ymax>421</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>628</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1870</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>597</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1713</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>527</xmin>
-            <ymin>560</ymin>
-            <xmax>631</xmax>
-            <ymax>815</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>612</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1530</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>562</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1325</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>454</xmin>
-            <ymin>13</ymin>
-            <xmax>1044</xmax>
-            <ymax>260</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0116_0023.xml b/train/annotations/0116_0023.xml
deleted file mode 100644
index 3d08156eddef59bced2c2272418903bd47e91cb0..0000000000000000000000000000000000000000
--- a/train/annotations/0116_0023.xml
+++ /dev/null
@@ -1,198 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0116_0023.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1549</width>
-        <height>2504</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>145</xmin>
-            <ymin>130</ymin>
-            <xmax>957</xmax>
-            <ymax>558</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>392</xmin>
-            <ymin>1871</ymin>
-            <xmax>1277</xmax>
-            <ymax>2364</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>788</xmin>
-            <ymin>834</ymin>
-            <xmax>1483</xmax>
-            <ymax>1340</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>786</xmin>
-            <ymin>1332</ymin>
-            <xmax>1103</xmax>
-            <ymax>1854</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1037</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1145</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>861</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>676</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>181</xmin>
-            <ymin>895</ymin>
-            <xmax>534</xmax>
-            <ymax>1315</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>245</xmin>
-            <ymin>205</ymin>
-            <xmax>871</xmax>
-            <ymax>433</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>546</xmin>
-            <ymin>1977</ymin>
-            <xmax>1489</xmax>
-            <ymax>2250</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>888</xmin>
-            <ymin>892</ymin>
-            <xmax>1272</xmax>
-            <ymax>1251</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>303</xmin>
-            <ymin>491</ymin>
-            <xmax>518</xmax>
-            <ymax>909</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>454</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1996</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>373</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1626</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>762</xmin>
-            <ymin>482</ymin>
-            <xmax>976</xmax>
-            <ymax>830</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>781</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2008</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>894</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1685</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0001.xml b/train/annotations/0117_0001.xml
deleted file mode 100644
index 2e0b30149e2faf0aeb9e90c8ffca553b40c265fd..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0001.xml
+++ /dev/null
@@ -1,137 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0001.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1973</width>
-        <height>1845</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>271</xmin>
-            <ymin>778</ymin>
-            <xmax>927</xmax>
-            <ymax>1143</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1234</xmin>
-            <ymin>1370</ymin>
-            <xmax>1581</xmax>
-            <ymax>1639</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>437</xmin>
-            <ymin>142</ymin>
-            <xmax>787</xmax>
-            <ymax>468</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>923</x>
-            <y>909</y>
-        </point>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>549</xmin>
-            <ymin>466</ymin>
-            <xmax>709</xmax>
-            <ymax>768</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>607</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1364</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>597</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1092</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>904</xmin>
-            <ymin>891</ymin>
-            <xmax>1535</xmax>
-            <ymax>1335</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>923</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>936</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1415</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>534</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1415</x>
-            <y>1311</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0002.xml b/train/annotations/0117_0002.xml
deleted file mode 100644
index 0273e00c344fa095ca51a40333398bea3f16a0c6..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0002.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0002.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2410</width>
-        <height>2258</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>477</xmin>
-            <ymin>836</ymin>
-            <xmax>1350</xmax>
-            <ymax>1285</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>314</xmin>
-            <ymin>1775</ymin>
-            <xmax>878</xmax>
-            <ymax>2144</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>926</xmin>
-            <ymin>1757</ymin>
-            <xmax>1403</xmax>
-            <ymax>2169</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1721</xmin>
-            <ymin>1551</ymin>
-            <xmax>2190</xmax>
-            <ymax>1913</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>718</xmin>
-            <ymin>66</ymin>
-            <xmax>1169</xmax>
-            <ymax>463</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>836</xmin>
-            <ymin>129</ymin>
-            <xmax>1129</xmax>
-            <ymax>387</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>607</xmin>
-            <ymin>924</ymin>
-            <xmax>1237</xmax>
-            <ymax>1175</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>627</xmin>
-            <ymin>1286</ymin>
-            <xmax>909</xmax>
-            <ymax>1759</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>887</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>969</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>668</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>509</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>874</xmin>
-            <ymin>1286</ymin>
-            <xmax>1153</xmax>
-            <ymax>1748</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>888</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>965</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1139</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>519</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1324</xmin>
-            <ymin>971</ymin>
-            <xmax>2114</xmax>
-            <ymax>1515</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1327</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1253</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1973</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>758</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>855</xmin>
-            <ymin>450</ymin>
-            <xmax>1048</xmax>
-            <ymax>835</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>938</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1798</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>908</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1439</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0003.xml b/train/annotations/0117_0003.xml
deleted file mode 100644
index b832f7f5878a86e0141e3f43bb5cb0ef97f38787..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0003.xml
+++ /dev/null
@@ -1,172 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0003.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2011</width>
-        <height>1176</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>998</xmin>
-            <ymin>692</ymin>
-            <xmax>1825</xmax>
-            <ymax>1067</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>268</xmin>
-            <ymin>846</ymin>
-            <xmax>661</xmax>
-            <ymax>1143</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>753</xmin>
-            <ymin>711</ymin>
-            <xmax>1023</xmax>
-            <ymax>990</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>684</xmin>
-            <ymin>115</ymin>
-            <xmax>1301</xmax>
-            <ymax>309</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>877</xmin>
-            <ymin>368</ymin>
-            <xmax>1374</xmax>
-            <ymax>709</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>905</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>789</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1348</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>484</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>466</xmin>
-            <ymin>374</ymin>
-            <xmax>942</xmax>
-            <ymax>832</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>905</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>780</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>513</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>356</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>877</xmin>
-            <ymin>368</ymin>
-            <xmax>933</xmax>
-            <ymax>721</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>899</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>786</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>912</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>481</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>486</xmin>
-            <ymin>50</ymin>
-            <xmax>1397</xmax>
-            <ymax>350</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0004.xml b/train/annotations/0117_0004.xml
deleted file mode 100644
index be1f158796d60ad7f70034d36f30262ba46e0943..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0004.xml
+++ /dev/null
@@ -1,247 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0004.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1313</width>
-        <height>1787</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>598</xmin>
-            <ymin>485</ymin>
-            <xmax>1219</xmax>
-            <ymax>755</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>594</xmin>
-            <ymin>1160</ymin>
-            <xmax>1162</xmax>
-            <ymax>1637</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>222</xmin>
-            <ymin>815</ymin>
-            <xmax>679</xmax>
-            <ymax>1363</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>270</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>934</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>623</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>442</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>840</xmin>
-            <ymin>761</ymin>
-            <xmax>1005</xmax>
-            <ymax>1145</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>899</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1010</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>888</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>662</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>52</xmin>
-            <ymin>598</ymin>
-            <xmax>359</xmax>
-            <ymax>807</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>417</xmin>
-            <ymin>493</ymin>
-            <xmax>606</xmax>
-            <ymax>700</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>340</xmin>
-            <ymin>90</ymin>
-            <xmax>790</xmax>
-            <ymax>233</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>195</xmin>
-            <ymin>261</ymin>
-            <xmax>550</xmax>
-            <ymax>593</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>512</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1508</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>240</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1212</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>492</xmin>
-            <ymin>265</ymin>
-            <xmax>550</xmax>
-            <ymax>509</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>514</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1494</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>530</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1306</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>490</xmin>
-            <ymin>271</ymin>
-            <xmax>870</xmax>
-            <ymax>507</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>510</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1500</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>852</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1304</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>203</xmin>
-            <ymin>52</ymin>
-            <xmax>862</xmax>
-            <ymax>253</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0006.xml b/train/annotations/0117_0006.xml
deleted file mode 100644
index 813a18c88ea8ab9e7ed98d37d8823ca2612f49ac..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0006.xml
+++ /dev/null
@@ -1,255 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0006.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2457</width>
-        <height>945</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>58</xmin>
-            <ymin>277</ymin>
-            <xmax>753</xmax>
-            <ymax>547</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1012</xmin>
-            <ymin>350</ymin>
-            <xmax>1452</xmax>
-            <ymax>552</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1024</xmin>
-            <ymin>653</ymin>
-            <xmax>1481</xmax>
-            <ymax>926</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1502</xmin>
-            <ymin>418</ymin>
-            <xmax>2033</xmax>
-            <ymax>522</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1511</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>483</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2023</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>468</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1135</xmin>
-            <ymin>15</ymin>
-            <xmax>1424</xmax>
-            <ymax>304</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1185</xmin>
-            <ymin>395</ymin>
-            <xmax>1299</xmax>
-            <ymax>509</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1241</xmin>
-            <ymin>84</ymin>
-            <xmax>1371</xmax>
-            <ymax>221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2121</xmin>
-            <ymin>438</ymin>
-            <xmax>2381</xmax>
-            <ymax>572</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>146</xmin>
-            <ymin>333</ymin>
-            <xmax>712</xmax>
-            <ymax>487</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>738</xmin>
-            <ymin>125</ymin>
-            <xmax>1155</xmax>
-            <ymax>408</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>748</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>552</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1141</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>801</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>740</xmin>
-            <ymin>380</ymin>
-            <xmax>1101</xmax>
-            <ymax>420</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>747</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>550</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1084</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>541</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>741</xmin>
-            <ymin>383</ymin>
-            <xmax>1107</xmax>
-            <ymax>782</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>748</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>548</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1095</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>176</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2061</xmin>
-            <ymin>409</ymin>
-            <xmax>2450</xmax>
-            <ymax>608</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0007.xml b/train/annotations/0117_0007.xml
deleted file mode 100644
index 7dfd012ac1a2506219d74b434bc9cac96cf77071..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0007.xml
+++ /dev/null
@@ -1,146 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0007.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2465</width>
-        <height>1714</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1687</xmin>
-            <ymin>991</ymin>
-            <xmax>2373</xmax>
-            <ymax>1615</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>655</xmin>
-            <ymin>527</ymin>
-            <xmax>1213</xmax>
-            <ymax>1230</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1191</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1170</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>713</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>527</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>689</xmin>
-            <ymin>1108</ymin>
-            <xmax>1743</xmax>
-            <ymax>1322</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>705</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>475</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1731</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>538</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1695</xmin>
-            <ymin>521</ymin>
-            <xmax>2199</xmax>
-            <ymax>989</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1754</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1164</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2072</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>735</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1146</xmin>
-            <ymin>7</ymin>
-            <xmax>1847</xmax>
-            <ymax>484</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>39</xmin>
-            <ymin>972</ymin>
-            <xmax>875</xmax>
-            <ymax>1580</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0009.xml b/train/annotations/0117_0009.xml
deleted file mode 100644
index 9ab81af4484935c18542e101e169c9c1b355748d..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0009.xml
+++ /dev/null
@@ -1,216 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0009.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2152</width>
-        <height>2457</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>300</xmin>
-            <ymin>831</ymin>
-            <xmax>565</xmax>
-            <ymax>1060</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>634</xmin>
-            <ymin>105</ymin>
-            <xmax>1805</xmax>
-            <ymax>498</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>650</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2191</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1657</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1981</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>480</xmin>
-            <ymin>1464</ymin>
-            <xmax>1538</xmax>
-            <ymax>2262</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1440</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>515</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>241</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1373</xmin>
-            <ymin>760</ymin>
-            <xmax>1911</xmax>
-            <ymax>1186</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1180</xmin>
-            <ymin>460</ymin>
-            <xmax>2108</xmax>
-            <ymax>1483</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>104</xmin>
-            <ymin>694</ymin>
-            <xmax>748</xmax>
-            <ymax>1254</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>213</xmin>
-            <ymin>66</ymin>
-            <xmax>601</xmax>
-            <ymax>430</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>396</xmin>
-            <ymin>400</ymin>
-            <xmax>470</xmax>
-            <ymax>722</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>445</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2033</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>421</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1754</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>361</xmin>
-            <ymin>1250</ymin>
-            <xmax>403</xmax>
-            <ymax>1391</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>388</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1195</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>380</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1086</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>63</xmin>
-            <ymin>1380</ymin>
-            <xmax>535</xmax>
-            <ymax>2439</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0011.xml b/train/annotations/0117_0011.xml
deleted file mode 100644
index db96bfa7ca6f270ecd98349fc175119390cb5b76..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0011.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0011.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2058</width>
-        <height>1699</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>721</xmin>
-            <ymin>1196</ymin>
-            <xmax>1231</xmax>
-            <ymax>1537</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1463</xmin>
-            <ymin>1105</ymin>
-            <xmax>1897</xmax>
-            <ymax>1422</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>378</xmin>
-            <ymin>29</ymin>
-            <xmax>1212</xmax>
-            <ymax>458</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>327</xmin>
-            <ymin>1303</ymin>
-            <xmax>604</xmax>
-            <ymax>1545</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1270</xmin>
-            <ymin>431</ymin>
-            <xmax>1572</xmax>
-            <ymax>650</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>502</xmin>
-            <ymin>101</ymin>
-            <xmax>1076</xmax>
-            <ymax>318</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>597</xmin>
-            <ymin>641</ymin>
-            <xmax>1010</xmax>
-            <ymax>911</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>714</xmin>
-            <ymin>427</ymin>
-            <xmax>851</xmax>
-            <ymax>643</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>776</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1258</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>778</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1075</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1014</xmin>
-            <ymin>677</ymin>
-            <xmax>1776</xmax>
-            <ymax>1081</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1027</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>934</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1671</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>633</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>719</xmin>
-            <ymin>901</ymin>
-            <xmax>1102</xmax>
-            <ymax>1194</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>749</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>779</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1046</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>520</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>338</xmin>
-            <ymin>916</ymin>
-            <xmax>766</xmax>
-            <ymax>1313</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>740</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>773</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>430</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>407</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0016.xml b/train/annotations/0117_0016.xml
deleted file mode 100644
index 83185ad4c30308d5ce787a9e50272eba69d53de4..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0016.xml
+++ /dev/null
@@ -1,92 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0016.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2592</width>
-        <height>1935</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>755</xmin>
-            <ymin>945</ymin>
-            <xmax>1898</xmax>
-            <ymax>1768</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>802</xmin>
-            <ymin>158</ymin>
-            <xmax>1492</xmax>
-            <ymax>448</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>737</xmin>
-            <ymin>532</ymin>
-            <xmax>1664</xmax>
-            <ymax>910</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1099</xmin>
-            <ymin>1188</ymin>
-            <xmax>1886</xmax>
-            <ymax>1723</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>307</xmin>
-            <ymin>31</ymin>
-            <xmax>2268</xmax>
-            <ymax>515</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>161</xmin>
-            <ymin>429</ymin>
-            <xmax>2412</xmax>
-            <ymax>1018</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0018.xml b/train/annotations/0117_0018.xml
deleted file mode 100644
index a003e45621ec9d783d88b8eddac918b630553e36..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0018.xml
+++ /dev/null
@@ -1,286 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0018.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3089</width>
-        <height>2679</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2081</xmin>
-            <ymin>75</ymin>
-            <xmax>2632</xmax>
-            <ymax>418</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>521</xmin>
-            <ymin>266</ymin>
-            <xmax>1286</xmax>
-            <ymax>787</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1813</xmin>
-            <ymin>659</ymin>
-            <xmax>3036</xmax>
-            <ymax>1242</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>700</xmin>
-            <ymin>1778</ymin>
-            <xmax>1539</xmax>
-            <ymax>2320</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1736</xmin>
-            <ymin>1835</ymin>
-            <xmax>2664</xmax>
-            <ymax>2659</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>337</xmin>
-            <ymin>811</ymin>
-            <xmax>947</xmax>
-            <ymax>1778</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>837</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1845</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>429</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>928</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>688</xmin>
-            <ymin>808</ymin>
-            <xmax>1328</xmax>
-            <ymax>1745</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>828</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1853</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1155</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>949</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>45</xmin>
-            <ymin>1835</ymin>
-            <xmax>566</xmax>
-            <ymax>2341</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2123</xmin>
-            <ymin>760</ymin>
-            <xmax>2751</xmax>
-            <ymax>1085</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1947</xmin>
-            <ymin>1885</ymin>
-            <xmax>2679</xmax>
-            <ymax>2344</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>840</xmin>
-            <ymin>1882</ymin>
-            <xmax>1355</xmax>
-            <ymax>2207</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1271</xmin>
-            <ymin>242</ymin>
-            <xmax>2120</xmax>
-            <ymax>564</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1307</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2169</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2081</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2419</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1265</xmin>
-            <ymin>453</ymin>
-            <xmax>2108</xmax>
-            <ymax>882</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1298</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2166</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2060</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1821</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2123</xmin>
-            <ymin>1174</ymin>
-            <xmax>2486</xmax>
-            <ymax>1805</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2292</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1487</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2221</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>898</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0019.xml b/train/annotations/0117_0019.xml
deleted file mode 100644
index f7155a1aac7bc1e3ff07c41af64a6475255006a5..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0019.xml
+++ /dev/null
@@ -1,159 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0019.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2258</width>
-        <height>1942</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>334</xmin>
-            <ymin>1201</ymin>
-            <xmax>945</xmax>
-            <ymax>1781</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>699</xmin>
-            <ymin>588</ymin>
-            <xmax>1323</xmax>
-            <ymax>1164</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1221</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1330</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>770</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>795</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1047</xmin>
-            <ymin>586</ymin>
-            <xmax>1338</xmax>
-            <ymax>1119</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1226</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1324</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1144</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>843</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1116</xmin>
-            <ymin>581</ymin>
-            <xmax>1838</xmax>
-            <ymax>1198</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1230</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1333</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1642</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>767</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>947</xmin>
-            <ymin>1136</ymin>
-            <xmax>1254</xmax>
-            <ymax>1451</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>960</xmin>
-            <ymin>63</ymin>
-            <xmax>1575</xmax>
-            <ymax>590</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1301</xmin>
-            <ymin>1216</ymin>
-            <xmax>2048</xmax>
-            <ymax>1475</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0021.xml b/train/annotations/0117_0021.xml
deleted file mode 100644
index 3d9513bd3ccdf3964b0398aad3c02b8388f33139..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0021.xml
+++ /dev/null
@@ -1,273 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0021.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3171</width>
-        <height>2544</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2318</xmin>
-            <ymin>431</ymin>
-            <xmax>3115</xmax>
-            <ymax>838</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2321</xmin>
-            <ymin>968</ymin>
-            <xmax>3110</xmax>
-            <ymax>1369</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2434</xmin>
-            <ymin>12</ymin>
-            <xmax>3070</xmax>
-            <ymax>332</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>653</xmin>
-            <ymin>238</ymin>
-            <xmax>1654</xmax>
-            <ymax>1236</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>187</xmin>
-            <ymin>812</ymin>
-            <xmax>696</xmax>
-            <ymax>1838</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>653</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1653</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>283</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>745</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>970</xmin>
-            <ymin>1245</ymin>
-            <xmax>1360</xmax>
-            <ymax>1835</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1148</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1260</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1088</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>734</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>778</xmin>
-            <ymin>1835</ymin>
-            <xmax>1402</xmax>
-            <ymax>2296</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>31</xmin>
-            <ymin>1799</ymin>
-            <xmax>633</xmax>
-            <ymax>2339</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>854</xmin>
-            <ymin>592</ymin>
-            <xmax>1462</xmax>
-            <ymax>928</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1634</xmin>
-            <ymin>128</ymin>
-            <xmax>2454</xmax>
-            <ymax>694</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1662</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1882</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2425</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2385</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1634</xmin>
-            <ymin>725</ymin>
-            <xmax>2344</xmax>
-            <ymax>1253</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1657</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1808</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2290</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1322</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1993</xmin>
-            <ymin>1847</ymin>
-            <xmax>2601</xmax>
-            <ymax>2503</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2338</xmin>
-            <ymin>1386</ymin>
-            <xmax>2637</xmax>
-            <ymax>1819</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2541</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1138</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2417</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>737</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0022.xml b/train/annotations/0117_0022.xml
deleted file mode 100644
index db798a59ca14b9bceee8eafbb53b3e3e96b883a3..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0022.xml
+++ /dev/null
@@ -1,40 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0022.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2191</width>
-        <height>2035</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>45</xmin>
-            <ymin>105</ymin>
-            <xmax>2095</xmax>
-            <ymax>1783</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>575</xmin>
-            <ymin>602</ymin>
-            <xmax>1548</xmax>
-            <ymax>1396</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0117_0024.xml b/train/annotations/0117_0024.xml
deleted file mode 100644
index 221bc84536fcd61fb34b4696e751cbf7a798116f..0000000000000000000000000000000000000000
--- a/train/annotations/0117_0024.xml
+++ /dev/null
@@ -1,198 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0117_0024.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3521</width>
-        <height>2678</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>485</xmin>
-            <ymin>46</ymin>
-            <xmax>2193</xmax>
-            <ymax>1022</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2506</xmin>
-            <ymin>290</ymin>
-            <xmax>3455</xmax>
-            <ymax>953</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1095</xmin>
-            <ymin>2167</ymin>
-            <xmax>1690</xmax>
-            <ymax>2670</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>339</xmin>
-            <ymin>1016</ymin>
-            <xmax>1241</xmax>
-            <ymax>2215</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1152</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1633</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>447</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>493</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1042</xmin>
-            <ymin>1013</ymin>
-            <xmax>1649</xmax>
-            <ymax>2143</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1149</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1621</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1494</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>552</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>87</xmin>
-            <ymin>2242</ymin>
-            <xmax>655</xmax>
-            <ymax>2611</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1119</xmin>
-            <ymin>251</ymin>
-            <xmax>1783</xmax>
-            <ymax>787</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2741</xmin>
-            <ymin>424</ymin>
-            <xmax>3214</xmax>
-            <ymax>809</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2074</xmin>
-            <ymin>415</ymin>
-            <xmax>2470</xmax>
-            <ymax>648</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1782</xmin>
-            <ymin>460</ymin>
-            <xmax>2636</xmax>
-            <ymax>671</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1792</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2177</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2628</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2147</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0002.xml b/train/annotations/0119_0002.xml
deleted file mode 100644
index 98b15dff8ee6b3fff04582704dbb3cd63acfe6fe..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0002.xml
+++ /dev/null
@@ -1,374 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0002.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2412</width>
-        <height>2569</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1663</xmin>
-            <ymin>1115</ymin>
-            <xmax>2165</xmax>
-            <ymax>1396</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1425</xmin>
-            <ymin>1861</ymin>
-            <xmax>2117</xmax>
-            <ymax>2265</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>140</xmin>
-            <ymin>1245</ymin>
-            <xmax>694</xmax>
-            <ymax>1711</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>733</xmin>
-            <ymin>948</ymin>
-            <xmax>1092</xmax>
-            <ymax>1446</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1020</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1591</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>753</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1155</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>915</xmin>
-            <ymin>946</ymin>
-            <xmax>1660</xmax>
-            <ymax>1382</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1014</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1593</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1638</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1266</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>143</xmin>
-            <ymin>2008</ymin>
-            <xmax>636</xmax>
-            <ymax>2349</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>446</xmin>
-            <ymin>434</ymin>
-            <xmax>725</xmax>
-            <ymax>697</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1531</xmin>
-            <ymin>418</ymin>
-            <xmax>1750</xmax>
-            <ymax>685</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>829</xmin>
-            <ymin>63</ymin>
-            <xmax>1672</xmax>
-            <ymax>304</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1519</xmin>
-            <ymin>1912</ymin>
-            <xmax>1999</xmax>
-            <ymax>2108</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1840</xmin>
-            <ymin>1147</ymin>
-            <xmax>2228</xmax>
-            <ymax>1329</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>781</xmin>
-            <ymin>539</ymin>
-            <xmax>1345</xmax>
-            <ymax>964</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>307</xmin>
-            <ymin>681</ymin>
-            <xmax>791</xmax>
-            <ymax>1219</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>767</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1868</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>405</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1366</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1329</xmin>
-            <ymin>711</ymin>
-            <xmax>1973</xmax>
-            <ymax>1135</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1341</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1830</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1844</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1444</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1048</xmin>
-            <ymin>331</ymin>
-            <xmax>1236</xmax>
-            <ymax>551</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1126</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2227</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1124</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2038</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>308</xmin>
-            <ymin>1721</ymin>
-            <xmax>576</xmax>
-            <ymax>2028</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>416</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>836</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>377</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>552</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1741</xmin>
-            <ymin>1395</ymin>
-            <xmax>1929</xmax>
-            <ymax>1820</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1855</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1163</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1806</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>756</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>759</xmin>
-            <ymin>47</ymin>
-            <xmax>1437</xmax>
-            <ymax>344</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0003.xml b/train/annotations/0119_0003.xml
deleted file mode 100644
index 719b72a82e3c005ae5ccc5589b97f3845a5e0ca7..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0003.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0003.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2956</width>
-        <height>2636</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>369</xmin>
-            <ymin>804</ymin>
-            <xmax>1151</xmax>
-            <ymax>1199</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>12</xmin>
-            <ymin>1978</ymin>
-            <xmax>753</xmax>
-            <ymax>2567</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2214</xmin>
-            <ymin>645</ymin>
-            <xmax>2923</xmax>
-            <ymax>1316</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1362</xmin>
-            <ymin>760</ymin>
-            <xmax>2273</xmax>
-            <ymax>1023</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1374</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1727</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2250</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1789</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>428</xmin>
-            <ymin>22</ymin>
-            <xmax>1128</xmax>
-            <ymax>496</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1087</xmin>
-            <ymin>1805</ymin>
-            <xmax>1655</xmax>
-            <ymax>2409</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1514</xmin>
-            <ymin>555</ymin>
-            <xmax>1910</xmax>
-            <ymax>877</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>838</xmin>
-            <ymin>1272</ymin>
-            <xmax>1245</xmax>
-            <ymax>1577</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>738</xmin>
-            <ymin>417</ymin>
-            <xmax>847</xmax>
-            <ymax>891</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>803</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2190</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>779</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1786</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>208</xmin>
-            <ymin>1155</ymin>
-            <xmax>776</xmax>
-            <ymax>1975</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>735</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1463</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>352</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>684</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>691</xmin>
-            <ymin>1152</ymin>
-            <xmax>1491</xmax>
-            <ymax>1849</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>738</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1455</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1345</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>804</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0005.xml b/train/annotations/0119_0005.xml
deleted file mode 100644
index 1ad6858cce228375a8ebcde1b46ccd0034d9409e..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0005.xml
+++ /dev/null
@@ -1,172 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0005.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3209</width>
-        <height>1946</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2272</xmin>
-            <ymin>1156</ymin>
-            <xmax>2721</xmax>
-            <ymax>1702</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2081</xmin>
-            <ymin>184</ymin>
-            <xmax>3063</xmax>
-            <ymax>845</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>236</xmin>
-            <ymin>1293</ymin>
-            <xmax>1166</xmax>
-            <ymax>1939</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1248</xmin>
-            <ymin>361</ymin>
-            <xmax>2279</xmax>
-            <ymax>626</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1260</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1361</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2258</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1497</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>304</xmin>
-            <ymin>177</ymin>
-            <xmax>1074</xmax>
-            <ymax>979</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>497</xmin>
-            <ymin>1491</ymin>
-            <xmax>1000</xmax>
-            <ymax>1794</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>687</xmin>
-            <ymin>779</ymin>
-            <xmax>765</xmax>
-            <ymax>1353</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>735</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1155</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>722</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>621</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1351</xmin>
-            <ymin>1323</ymin>
-            <xmax>2179</xmax>
-            <ymax>1714</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1382</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>375</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2156</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>483</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0007.xml b/train/annotations/0119_0007.xml
deleted file mode 100644
index 1aab3ce87b1973c05e2d408f994d57d7024cf963..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0007.xml
+++ /dev/null
@@ -1,185 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0007.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3253</width>
-        <height>2032</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1768</xmin>
-            <ymin>1507</ymin>
-            <xmax>2646</xmax>
-            <ymax>1861</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1765</xmin>
-            <ymin>1093</ymin>
-            <xmax>2186</xmax>
-            <ymax>1504</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1816</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>884</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2062</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>544</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2533</xmin>
-            <ymin>131</ymin>
-            <xmax>3105</xmax>
-            <ymax>567</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1237</xmin>
-            <ymin>504</ymin>
-            <xmax>1885</xmax>
-            <ymax>1193</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>287</xmin>
-            <ymin>1174</ymin>
-            <xmax>1146</xmax>
-            <ymax>1452</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1356</xmin>
-            <ymin>772</ymin>
-            <xmax>1878</xmax>
-            <ymax>935</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1776</xmin>
-            <ymin>265</ymin>
-            <xmax>2696</xmax>
-            <ymax>651</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1794</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1403</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2678</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1738</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>608</xmin>
-            <ymin>748</ymin>
-            <xmax>1230</xmax>
-            <ymax>1141</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1201</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1207</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>629</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>918</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>191</xmin>
-            <ymin>1126</ymin>
-            <xmax>1289</xmax>
-            <ymax>1480</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0008.xml b/train/annotations/0119_0008.xml
deleted file mode 100644
index 6f92aa85f581eeb48d0d7670929021d9c373ad3a..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0008.xml
+++ /dev/null
@@ -1,53 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0008.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2410</width>
-        <height>1303</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>509</xmin>
-            <ymin>421</ymin>
-            <xmax>1848</xmax>
-            <ymax>854</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>833</xmin>
-            <ymin>47</ymin>
-            <xmax>1550</xmax>
-            <ymax>469</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>143</xmin>
-            <ymin>774</ymin>
-            <xmax>2171</xmax>
-            <ymax>1217</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0011.xml b/train/annotations/0119_0011.xml
deleted file mode 100644
index dfc24e7e7991fa4b65a6f0bc1d1cb37f33b9e70c..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0011.xml
+++ /dev/null
@@ -1,172 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0011.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2815</width>
-        <height>2166</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>190</xmin>
-            <ymin>1522</ymin>
-            <xmax>927</xmax>
-            <ymax>1962</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>956</xmin>
-            <ymin>1476</ymin>
-            <xmax>1887</xmax>
-            <ymax>1955</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2246</xmin>
-            <ymin>153</ymin>
-            <xmax>2712</xmax>
-            <ymax>829</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1410</xmin>
-            <ymin>439</ymin>
-            <xmax>2221</xmax>
-            <ymax>656</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1434</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1559</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2197</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1638</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>602</xmin>
-            <ymin>160</ymin>
-            <xmax>1382</xmax>
-            <ymax>891</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>481</xmin>
-            <ymin>263</ymin>
-            <xmax>1634</xmax>
-            <ymax>656</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>922</xmin>
-            <ymin>894</ymin>
-            <xmax>1295</xmax>
-            <ymax>1582</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>953</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1251</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1228</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>613</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>585</xmin>
-            <ymin>884</ymin>
-            <xmax>999</xmax>
-            <ymax>1575</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>958</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1265</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>611</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>615</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0013.xml b/train/annotations/0119_0013.xml
deleted file mode 100644
index 2e880da0a49d208dd50cc7dce7eedc2fc4a01d17..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0013.xml
+++ /dev/null
@@ -1,40 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0013.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2449</width>
-        <height>1509</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>97</xmin>
-            <ymin>311</ymin>
-            <xmax>2388</xmax>
-            <ymax>1223</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>450</xmin>
-            <ymin>406</ymin>
-            <xmax>2168</xmax>
-            <ymax>950</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0016.xml b/train/annotations/0119_0016.xml
deleted file mode 100644
index 9b085b6beefdfe295f47d5d9e188208ee23e5001..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0016.xml
+++ /dev/null
@@ -1,154 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0016.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3311</width>
-        <height>2789</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>474</xmin>
-            <ymin>1966</ymin>
-            <xmax>2362</xmax>
-            <ymax>2740</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2551</xmin>
-            <ymin>627</ymin>
-            <xmax>3211</xmax>
-            <ymax>1402</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>149</xmin>
-            <ymin>1079</ymin>
-            <xmax>945</xmax>
-            <ymax>2077</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>970</xmin>
-            <ymin>2121</ymin>
-            <xmax>1884</xmax>
-            <ymax>2573</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1119</xmin>
-            <ymin>636</ymin>
-            <xmax>2027</xmax>
-            <ymax>1024</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2399</xmin>
-            <ymin>973</ymin>
-            <xmax>2818</xmax>
-            <ymax>1062</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2425</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1757</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2800</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1800</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1331</xmin>
-            <ymin>1521</ymin>
-            <xmax>1474</xmax>
-            <ymax>2038</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1403</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1240</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1384</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>766</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>852</xmin>
-            <ymin>134</ymin>
-            <xmax>2402</xmax>
-            <ymax>1541</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0017.xml b/train/annotations/0119_0017.xml
deleted file mode 100644
index ce4786de4226c14ceaec8204fb4d83bb996b0277..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0017.xml
+++ /dev/null
@@ -1,141 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0017.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2392</width>
-        <height>2911</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>531</xmin>
-            <ymin>2437</ymin>
-            <xmax>1715</xmax>
-            <ymax>2841</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>855</xmin>
-            <ymin>1600</ymin>
-            <xmax>1442</xmax>
-            <ymax>2475</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>878</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1248</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1205</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>481</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1039</xmin>
-            <ymin>1488</ymin>
-            <xmax>1651</xmax>
-            <ymax>2480</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1619</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1405</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1194</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>472</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>870</xmin>
-            <ymin>98</ymin>
-            <xmax>1598</xmax>
-            <ymax>942</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1388</xmin>
-            <ymin>557</ymin>
-            <xmax>2316</xmax>
-            <ymax>1547</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>130</xmin>
-            <ymin>680</ymin>
-            <xmax>1110</xmax>
-            <ymax>1793</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>314</xmin>
-            <ymin>962</ymin>
-            <xmax>1009</xmax>
-            <ymax>1499</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0018.xml b/train/annotations/0119_0018.xml
deleted file mode 100644
index 1e2f94ae267c241b74228789cd89b52a80127efb..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0018.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0018.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3193</width>
-        <height>2861</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>738</xmin>
-            <ymin>2398</ymin>
-            <xmax>1908</xmax>
-            <ymax>2776</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1075</xmin>
-            <ymin>1517</ymin>
-            <xmax>1624</xmax>
-            <ymax>2415</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1108</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1299</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1367</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>488</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1230</xmin>
-            <ymin>1413</ymin>
-            <xmax>1864</xmax>
-            <ymax>2400</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1816</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1406</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1372</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>498</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2343</xmin>
-            <ymin>1880</ymin>
-            <xmax>3119</xmax>
-            <ymax>2506</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1602</xmin>
-            <ymin>532</ymin>
-            <xmax>2505</xmax>
-            <ymax>1505</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1116</xmin>
-            <ymin>77</ymin>
-            <xmax>1809</xmax>
-            <ymax>897</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>391</xmin>
-            <ymin>608</ymin>
-            <xmax>1342</xmax>
-            <ymax>1679</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1815</xmin>
-            <ymin>774</ymin>
-            <xmax>3008</xmax>
-            <ymax>1177</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>569</xmin>
-            <ymin>901</ymin>
-            <xmax>1234</xmax>
-            <ymax>1381</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2385</xmin>
-            <ymin>1368</ymin>
-            <xmax>2919</xmax>
-            <ymax>1904</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2422</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1456</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2839</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>987</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>156</xmin>
-            <ymin>230</ymin>
-            <xmax>1148</xmax>
-            <ymax>999</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1110</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2447</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>512</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1903</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0021.xml b/train/annotations/0119_0021.xml
deleted file mode 100644
index 42500ee78ab10bc53eb5733f3d32ea2f50aca4a6..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0021.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0021.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2460</width>
-        <height>2550</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>71</xmin>
-            <ymin>491</ymin>
-            <xmax>561</xmax>
-            <ymax>1381</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>887</xmin>
-            <ymin>94</ymin>
-            <xmax>1808</xmax>
-            <ymax>891</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1542</xmin>
-            <ymin>1085</ymin>
-            <xmax>2363</xmax>
-            <ymax>1838</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1556</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1298</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2146</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>722</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1030</xmin>
-            <ymin>1511</ymin>
-            <xmax>1388</xmax>
-            <ymax>2067</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1257</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1023</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1122</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>493</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>867</xmin>
-            <ymin>2083</ymin>
-            <xmax>1377</xmax>
-            <ymax>2517</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1080</xmin>
-            <ymin>953</ymin>
-            <xmax>1550</xmax>
-            <ymax>1423</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>156</xmin>
-            <ymin>610</ymin>
-            <xmax>505</xmax>
-            <ymax>1211</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1097</xmin>
-            <ymin>381</ymin>
-            <xmax>1442</xmax>
-            <ymax>661</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>539</xmin>
-            <ymin>1118</ymin>
-            <xmax>1102</xmax>
-            <ymax>1172</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>556</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1399</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1076</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1416</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1748</xmin>
-            <ymin>1905</ymin>
-            <xmax>2309</xmax>
-            <ymax>2455</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>553</xmin>
-            <ymin>396</ymin>
-            <xmax>910</xmax>
-            <ymax>634</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>896</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2050</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>567</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2028</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0022.xml b/train/annotations/0119_0022.xml
deleted file mode 100644
index eabc2b86e376a11d7dd55ca71145ff04636a308c..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0022.xml
+++ /dev/null
@@ -1,238 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0022.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3072</width>
-        <height>2601</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2246</xmin>
-            <ymin>1654</ymin>
-            <xmax>2954</xmax>
-            <ymax>2145</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>29</xmin>
-            <ymin>1660</ymin>
-            <xmax>925</xmax>
-            <ymax>2466</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1252</xmin>
-            <ymin>160</ymin>
-            <xmax>1971</xmax>
-            <ymax>735</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1757</xmin>
-            <ymin>1657</ymin>
-            <xmax>2194</xmax>
-            <ymax>2166</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>980</xmin>
-            <ymin>1749</ymin>
-            <xmax>1413</xmax>
-            <ymax>2215</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2740</x>
-            <y>1712</y>
-        </point>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1402</xmin>
-            <ymin>270</ymin>
-            <xmax>2275</xmax>
-            <ymax>625</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1483</xmin>
-            <ymin>735</ymin>
-            <xmax>2069</xmax>
-            <ymax>1669</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1983</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>961</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1616</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1837</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1486</xmin>
-            <ymin>729</ymin>
-            <xmax>2792</xmax>
-            <ymax>1735</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2740</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>889</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1627</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1837</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>532</xmin>
-            <ymin>700</ymin>
-            <xmax>1769</xmax>
-            <ymax>1726</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>558</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>898</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1627</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1851</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1159</xmin>
-            <ymin>732</ymin>
-            <xmax>1763</xmax>
-            <ymax>1778</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1191</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>863</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1622</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1840</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1627</x>
-            <y>764</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/0119_0023.xml b/train/annotations/0119_0023.xml
deleted file mode 100644
index 593fb53c365073b8d0e1d9c92b38f707c2ed60e2..0000000000000000000000000000000000000000
--- a/train/annotations/0119_0023.xml
+++ /dev/null
@@ -1,229 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0119_0023.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3164</width>
-        <height>3024</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>330</xmin>
-            <ymin>263</ymin>
-            <xmax>1176</xmax>
-            <ymax>1560</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>481</xmin>
-            <ymin>939</ymin>
-            <xmax>971</xmax>
-            <ymax>1291</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>578</xmin>
-            <ymin>461</ymin>
-            <xmax>884</xmax>
-            <ymax>727</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1546</xmin>
-            <ymin>1443</ymin>
-            <xmax>3068</xmax>
-            <ymax>2484</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1157</xmin>
-            <ymin>719</ymin>
-            <xmax>2524</xmax>
-            <ymax>1038</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1174</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2071</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2494</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2214</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>646</xmin>
-            <ymin>710</ymin>
-            <xmax>824</xmax>
-            <ymax>950</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>724</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2288</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>733</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2090</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>91</xmin>
-            <ymin>2582</ymin>
-            <xmax>598</xmax>
-            <ymax>2985</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1052</xmin>
-            <ymin>2514</ymin>
-            <xmax>1573</xmax>
-            <ymax>2981</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2530</xmin>
-            <ymin>512</ymin>
-            <xmax>3132</xmax>
-            <ymax>1157</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>363</xmin>
-            <ymin>1594</ymin>
-            <xmax>799</xmax>
-            <ymax>2605</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>757</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1413</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>383</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>437</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>729</xmin>
-            <ymin>1596</ymin>
-            <xmax>1431</xmax>
-            <ymax>2535</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>759</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1403</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1325</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>498</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0006.xml b/train/annotations/0126_0006.xml
deleted file mode 100644
index 676152155336d7042785e50954b6e3dd322507ba..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0006.xml
+++ /dev/null
@@ -1,255 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0006.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>720</width>
-        <height>960</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>324</xmin>
-            <ymin>47</ymin>
-            <xmax>379</xmax>
-            <ymax>115</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>159</xmin>
-            <ymin>167</ymin>
-            <xmax>213</xmax>
-            <ymax>369</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>301</xmin>
-            <ymin>387</ymin>
-            <xmax>365</xmax>
-            <ymax>547</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>77</xmin>
-            <ymin>645</ymin>
-            <xmax>264</xmax>
-            <ymax>729</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>392</xmin>
-            <ymin>625</ymin>
-            <xmax>576</xmax>
-            <ymax>722</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>248</xmin>
-            <ymin>110</ymin>
-            <xmax>337</xmax>
-            <ymax>200</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>325</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>846</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>251</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>766</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>228</xmin>
-            <ymin>320</ymin>
-            <xmax>273</xmax>
-            <ymax>380</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>228</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>639</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>266</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>589</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>403</xmin>
-            <ymin>536</ymin>
-            <xmax>449</xmax>
-            <ymax>597</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>403</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>426</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>440</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>372</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>230</xmin>
-            <ymin>526</ymin>
-            <xmax>283</xmax>
-            <ymax>591</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>276</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>433</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>237</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>373</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>116</xmin>
-            <ymin>152</ymin>
-            <xmax>256</xmax>
-            <ymax>332</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>258</xmin>
-            <ymin>361</ymin>
-            <xmax>403</xmax>
-            <ymax>551</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>65</xmin>
-            <ymin>630</ymin>
-            <xmax>277</xmax>
-            <ymax>749</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>369</xmin>
-            <ymin>632</ymin>
-            <xmax>539</xmax>
-            <ymax>734</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0007.xml b/train/annotations/0126_0007.xml
deleted file mode 100644
index 73588eddd1d989adb9db3e4e46e32c6ee5a0f818..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0007.xml
+++ /dev/null
@@ -1,439 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0007.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>960</width>
-        <height>720</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>658</xmin>
-            <ymin>273</ymin>
-            <xmax>788</xmax>
-            <ymax>365</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>412</xmin>
-            <ymin>65</ymin>
-            <xmax>540</xmax>
-            <ymax>158</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>650</xmin>
-            <ymin>78</ymin>
-            <xmax>780</xmax>
-            <ymax>176</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>447</xmin>
-            <ymin>277</ymin>
-            <xmax>553</xmax>
-            <ymax>377</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>203</xmin>
-            <ymin>285</ymin>
-            <xmax>315</xmax>
-            <ymax>388</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>206</xmin>
-            <ymin>505</ymin>
-            <xmax>316</xmax>
-            <ymax>590</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>685</xmin>
-            <ymin>272</ymin>
-            <xmax>776</xmax>
-            <ymax>382</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>436</xmin>
-            <ymin>55</ymin>
-            <xmax>557</xmax>
-            <ymax>172</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>680</xmin>
-            <ymin>77</ymin>
-            <xmax>800</xmax>
-            <ymax>183</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>444</xmin>
-            <ymin>510</ymin>
-            <xmax>555</xmax>
-            <ymax>588</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>459</xmin>
-            <ymin>290</ymin>
-            <xmax>539</xmax>
-            <ymax>416</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>194</xmin>
-            <ymin>69</ymin>
-            <xmax>286</xmax>
-            <ymax>140</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>229</xmin>
-            <ymin>504</ymin>
-            <xmax>332</xmax>
-            <ymax>619</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>229</xmin>
-            <ymin>297</ymin>
-            <xmax>313</xmax>
-            <ymax>409</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>718</xmin>
-            <ymin>192</ymin>
-            <xmax>732</xmax>
-            <ymax>257</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>723</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>524</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>724</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>469</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>575</xmin>
-            <ymin>319</ymin>
-            <xmax>636</xmax>
-            <ymax>331</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>636</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>395</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>577</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>394</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>564</xmin>
-            <ymin>109</ymin>
-            <xmax>636</xmax>
-            <ymax>122</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>564</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>603</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>628</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>604</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>353</xmin>
-            <ymin>325</ymin>
-            <xmax>419</xmax>
-            <ymax>337</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>417</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>388</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>357</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>388</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>355</xmin>
-            <ymin>537</ymin>
-            <xmax>402</xmax>
-            <ymax>549</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>360</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>178</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>396</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>178</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>315</xmin>
-            <ymin>101</ymin>
-            <xmax>395</xmax>
-            <ymax>111</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>314</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>613</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>388</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>612</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>253</xmin>
-            <ymin>430</ymin>
-            <xmax>264</xmax>
-            <ymax>491</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>257</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>286</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>257</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>235</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>426</xmin>
-            <ymin>518</ymin>
-            <xmax>549</xmax>
-            <ymax>601</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>168</xmin>
-            <ymin>62</ymin>
-            <xmax>300</xmax>
-            <ymax>141</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0008.xml b/train/annotations/0126_0008.xml
deleted file mode 100644
index c75b70dfa13be0c81ca30efa86523db7d4eb1f27..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0008.xml
+++ /dev/null
@@ -1,294 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0008.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>960</width>
-        <height>720</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>442</xmin>
-            <ymin>200</ymin>
-            <xmax>562</xmax>
-            <ymax>265</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>455</xmin>
-            <ymin>283</ymin>
-            <xmax>588</xmax>
-            <ymax>357</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>615</xmin>
-            <ymin>225</ymin>
-            <xmax>721</xmax>
-            <ymax>311</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>617</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>450</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>720</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>454</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>473</xmin>
-            <ymin>207</ymin>
-            <xmax>576</xmax>
-            <ymax>256</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>453</xmin>
-            <ymin>297</ymin>
-            <xmax>596</xmax>
-            <ymax>366</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>772</xmin>
-            <ymin>236</ymin>
-            <xmax>844</xmax>
-            <ymax>273</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>196</xmin>
-            <ymin>95</ymin>
-            <xmax>218</xmax>
-            <ymax>135</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>178</xmin>
-            <ymin>254</ymin>
-            <xmax>215</xmax>
-            <ymax>301</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>162</xmin>
-            <ymin>450</ymin>
-            <xmax>221</xmax>
-            <ymax>504</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>307</xmin>
-            <ymin>111</ymin>
-            <xmax>409</xmax>
-            <ymax>181</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>312</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>605</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>402</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>545</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>305</xmin>
-            <ymin>273</ymin>
-            <xmax>394</xmax>
-            <ymax>284</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>306</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>440</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>390</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>441</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>303</xmin>
-            <ymin>375</ymin>
-            <xmax>419</xmax>
-            <ymax>486</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>305</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>241</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>415</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>343</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>747</xmin>
-            <ymin>207</ymin>
-            <xmax>844</xmax>
-            <ymax>308</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>113</xmin>
-            <ymin>423</ymin>
-            <xmax>269</xmax>
-            <ymax>517</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>128</xmin>
-            <ymin>239</ymin>
-            <xmax>278</xmax>
-            <ymax>317</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>138</xmin>
-            <ymin>78</ymin>
-            <xmax>272</xmax>
-            <ymax>156</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0009.xml b/train/annotations/0126_0009.xml
deleted file mode 100644
index 38a36101db889b3ca86e2a6125c4b58383c8c24b..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0009.xml
+++ /dev/null
@@ -1,273 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0009.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>960</width>
-        <height>720</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>679</xmin>
-            <ymin>90</ymin>
-            <xmax>860</xmax>
-            <ymax>203</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>300</xmin>
-            <ymin>86</ymin>
-            <xmax>477</xmax>
-            <ymax>188</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>263</xmin>
-            <ymin>338</ymin>
-            <xmax>489</xmax>
-            <ymax>451</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>724</xmin>
-            <ymin>322</ymin>
-            <xmax>818</xmax>
-            <ymax>421</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>90</xmin>
-            <ymin>93</ymin>
-            <xmax>147</xmax>
-            <ymax>156</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>718</xmin>
-            <ymin>117</ymin>
-            <xmax>844</xmax>
-            <ymax>179</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>316</xmin>
-            <ymin>100</ymin>
-            <xmax>485</xmax>
-            <ymax>200</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>303</xmin>
-            <ymin>341</ymin>
-            <xmax>460</xmax>
-            <ymax>426</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>516</xmin>
-            <ymin>383</ymin>
-            <xmax>692</xmax>
-            <ymax>399</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>686</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>331</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>521</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>330</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>541</xmin>
-            <ymin>145</ymin>
-            <xmax>639</xmax>
-            <ymax>157</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>537</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>572</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>632</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>567</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>764</xmin>
-            <ymin>222</ymin>
-            <xmax>781</xmax>
-            <ymax>308</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>764</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>494</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>776</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>425</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>177</xmin>
-            <ymin>121</ymin>
-            <xmax>269</xmax>
-            <ymax>134</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>176</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>595</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>264</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>595</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>372</xmin>
-            <ymin>229</ymin>
-            <xmax>387</xmax>
-            <ymax>301</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>381</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>424</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>376</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>488</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0010.xml b/train/annotations/0126_0010.xml
deleted file mode 100644
index b2665795f3f4dd8b7c60c99e2fd08415da4aec49..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0010.xml
+++ /dev/null
@@ -1,193 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0010.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>720</width>
-        <height>960</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>288</xmin>
-            <ymin>233</ymin>
-            <xmax>425</xmax>
-            <ymax>304</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>171</xmin>
-            <ymin>503</ymin>
-            <xmax>256</xmax>
-            <ymax>604</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>477</xmin>
-            <ymin>492</ymin>
-            <xmax>579</xmax>
-            <ymax>596</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>311</xmin>
-            <ymin>241</ymin>
-            <xmax>521</xmax>
-            <ymax>317</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>291</xmin>
-            <ymin>51</ymin>
-            <xmax>407</xmax>
-            <ymax>95</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>186</xmin>
-            <ymin>518</ymin>
-            <xmax>288</xmax>
-            <ymax>575</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>486</xmin>
-            <ymin>515</ymin>
-            <xmax>635</xmax>
-            <ymax>570</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>323</xmin>
-            <ymin>114</ymin>
-            <xmax>381</xmax>
-            <ymax>223</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>346</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>839</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>352</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>742</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>205</xmin>
-            <ymin>318</ymin>
-            <xmax>362</xmax>
-            <ymax>497</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>343</xmin>
-            <ymin>315</ymin>
-            <xmax>529</xmax>
-            <ymax>492</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>353</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>634</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>515</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>473</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>264</xmin>
-            <ymin>32</ymin>
-            <xmax>414</xmax>
-            <ymax>114</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0013.xml b/train/annotations/0126_0013.xml
deleted file mode 100644
index 466d554fdaba0bc3bfc7d8c74a88eb0a60e7c66b..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0013.xml
+++ /dev/null
@@ -1,281 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0013.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>960</width>
-        <height>720</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>305</xmin>
-            <ymin>283</ymin>
-            <xmax>479</xmax>
-            <ymax>347</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>712</xmin>
-            <ymin>260</ymin>
-            <xmax>849</xmax>
-            <ymax>364</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>167</xmin>
-            <ymin>118</ymin>
-            <xmax>229</xmax>
-            <ymax>183</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>514</xmin>
-            <ymin>241</ymin>
-            <xmax>603</xmax>
-            <ymax>393</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>372</xmin>
-            <ymin>121</ymin>
-            <xmax>461</xmax>
-            <ymax>172</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>549</xmin>
-            <ymin>260</ymin>
-            <xmax>596</xmax>
-            <ymax>485</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>571</xmin>
-            <ymin>166</ymin>
-            <xmax>609</xmax>
-            <ymax>202</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>722</xmin>
-            <ymin>255</ymin>
-            <xmax>895</xmax>
-            <ymax>341</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>344</xmin>
-            <ymin>302</ymin>
-            <xmax>448</xmax>
-            <ymax>368</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>431</xmin>
-            <ymin>225</ymin>
-            <xmax>451</xmax>
-            <ymax>258</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>246</xmin>
-            <ymin>145</ymin>
-            <xmax>329</xmax>
-            <ymax>156</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>243</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>570</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>326</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>572</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>490</xmin>
-            <ymin>146</ymin>
-            <xmax>562</xmax>
-            <ymax>239</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>556</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>487</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>496</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>570</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>400</xmin>
-            <ymin>218</ymin>
-            <xmax>416</xmax>
-            <ymax>279</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>407</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>502</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>410</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>448</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>350</xmin>
-            <ymin>103</ymin>
-            <xmax>470</xmax>
-            <ymax>208</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>621</xmin>
-            <ymin>296</ymin>
-            <xmax>699</xmax>
-            <ymax>336</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>624</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>406</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>696</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>405</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0014.xml b/train/annotations/0126_0014.xml
deleted file mode 100644
index 266a7856808ac5578a5e85ef20755bb954dfa7ae..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0014.xml
+++ /dev/null
@@ -1,382 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0014.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>720</width>
-        <height>960</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>483</xmin>
-            <ymin>633</ymin>
-            <xmax>642</xmax>
-            <ymax>711</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>106</xmin>
-            <ymin>626</ymin>
-            <xmax>258</xmax>
-            <ymax>709</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>291</xmin>
-            <ymin>634</ymin>
-            <xmax>440</xmax>
-            <ymax>709</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>243</xmin>
-            <ymin>432</ymin>
-            <xmax>445</xmax>
-            <ymax>509</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>319</xmin>
-            <ymin>54</ymin>
-            <xmax>373</xmax>
-            <ymax>110</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>549</xmin>
-            <ymin>256</ymin>
-            <xmax>588</xmax>
-            <ymax>304</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>269</xmin>
-            <ymin>430</ymin>
-            <xmax>444</xmax>
-            <ymax>502</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>526</xmin>
-            <ymin>640</ymin>
-            <xmax>624</xmax>
-            <ymax>694</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>345</xmin>
-            <ymin>346</ymin>
-            <xmax>387</xmax>
-            <ymax>402</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>291</xmin>
-            <ymin>223</ymin>
-            <xmax>384</xmax>
-            <ymax>323</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>452</xmin>
-            <ymin>212</ymin>
-            <xmax>495</xmax>
-            <ymax>255</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>137</xmin>
-            <ymin>639</ymin>
-            <xmax>241</xmax>
-            <ymax>708</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>316</xmin>
-            <ymin>615</ymin>
-            <xmax>432</xmax>
-            <ymax>703</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>366</xmin>
-            <ymin>523</ymin>
-            <xmax>374</xmax>
-            <ymax>619</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>368</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>433</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>369</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>344</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>199</xmin>
-            <ymin>518</ymin>
-            <xmax>274</xmax>
-            <ymax>608</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>270</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>439</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>201</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>354</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>433</xmin>
-            <ymin>521</ymin>
-            <xmax>547</xmax>
-            <ymax>624</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>436</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>435</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>543</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>340</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>332</xmin>
-            <ymin>120</ymin>
-            <xmax>343</xmax>
-            <ymax>209</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>336</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>834</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>336</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>755</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>324</xmin>
-            <ymin>346</ymin>
-            <xmax>334</xmax>
-            <ymax>419</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>329</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>609</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>329</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>543</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>417</xmin>
-            <ymin>268</ymin>
-            <xmax>506</xmax>
-            <ymax>277</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>419</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>687</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>504</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>688</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>278</xmin>
-            <ymin>220</ymin>
-            <xmax>385</xmax>
-            <ymax>325</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0015.xml b/train/annotations/0126_0015.xml
deleted file mode 100644
index 9bf910e0ea13a340900af163f5c098472009ad0a..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0015.xml
+++ /dev/null
@@ -1,285 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0015.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>720</width>
-        <height>960</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>133</xmin>
-            <ymin>100</ymin>
-            <xmax>512</xmax>
-            <ymax>253</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>303</xmin>
-            <ymin>150</ymin>
-            <xmax>457</xmax>
-            <ymax>230</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>168</xmin>
-            <ymin>142</ymin>
-            <xmax>295</xmax>
-            <ymax>221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>180</xmin>
-            <ymin>599</ymin>
-            <xmax>483</xmax>
-            <ymax>701</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>593</xmin>
-            <ymin>403</ymin>
-            <xmax>643</xmax>
-            <ymax>455</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>315</x>
-            <y>510</y>
-        </point>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>267</xmin>
-            <ymin>417</ymin>
-            <xmax>421</xmax>
-            <ymax>475</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>455</xmin>
-            <ymin>363</ymin>
-            <xmax>509</xmax>
-            <ymax>423</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>195</xmin>
-            <ymin>157</ymin>
-            <xmax>282</xmax>
-            <ymax>235</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>350</xmin>
-            <ymin>155</ymin>
-            <xmax>490</xmax>
-            <ymax>208</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>216</xmin>
-            <ymin>619</ymin>
-            <xmax>510</xmax>
-            <ymax>683</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>337</xmin>
-            <ymin>509</ymin>
-            <xmax>386</xmax>
-            <ymax>556</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>431</xmin>
-            <ymin>428</ymin>
-            <xmax>559</xmax>
-            <ymax>439</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>433</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>527</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>552</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>526</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>308</xmin>
-            <ymin>510</ymin>
-            <xmax>326</xmax>
-            <ymax>577</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>315</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>450</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>315</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>391</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>250</xmin>
-            <ymin>378</ymin>
-            <xmax>386</xmax>
-            <ymax>494</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>302</xmin>
-            <ymin>269</ymin>
-            <xmax>337</xmax>
-            <ymax>359</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>312</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>694</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>318</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>604</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>315</x>
-            <y>569</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/0126_0017.xml b/train/annotations/0126_0017.xml
deleted file mode 100644
index 8491f491d4bb50f822c8c31762979be87d052d7c..0000000000000000000000000000000000000000
--- a/train/annotations/0126_0017.xml
+++ /dev/null
@@ -1,268 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>0126_0017.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>720</width>
-        <height>960</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>300</xmin>
-            <ymin>85</ymin>
-            <xmax>336</xmax>
-            <ymax>160</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>318</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>869</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>314</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>805</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>410</xmin>
-            <ymin>327</ymin>
-            <xmax>541</xmax>
-            <ymax>448</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>247</xmin>
-            <ymin>166</ymin>
-            <xmax>386</xmax>
-            <ymax>283</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>370</xmin>
-            <ymin>666</ymin>
-            <xmax>516</xmax>
-            <ymax>819</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>245</xmin>
-            <ymin>494</ymin>
-            <xmax>378</xmax>
-            <ymax>625</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>437</xmin>
-            <ymin>337</ymin>
-            <xmax>510</xmax>
-            <ymax>442</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>273</xmin>
-            <ymin>178</ymin>
-            <xmax>359</xmax>
-            <ymax>275</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>287</xmin>
-            <ymin>37</ymin>
-            <xmax>371</xmax>
-            <ymax>76</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>397</xmin>
-            <ymin>683</ymin>
-            <xmax>494</xmax>
-            <ymax>804</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>269</xmin>
-            <ymin>507</ymin>
-            <xmax>357</xmax>
-            <ymax>609</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>394</xmin>
-            <ymin>231</ymin>
-            <xmax>449</xmax>
-            <ymax>329</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>399</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>725</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>443</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>642</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>379</xmin>
-            <ymin>463</ymin>
-            <xmax>449</xmax>
-            <ymax>520</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>443</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>493</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>383</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>447</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>322</xmin>
-            <ymin>633</ymin>
-            <xmax>373</xmax>
-            <ymax>691</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>327</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>324</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>365</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>276</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>258</xmin>
-            <ymin>22</ymin>
-            <xmax>389</xmax>
-            <ymax>86</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0006.xml b/train/annotations/1119_0006.xml
deleted file mode 100644
index 5dae0402b69dcb622de0129d1cc03ef57c250896..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0006.xml
+++ /dev/null
@@ -1,144 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0006.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>1200</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2320</xmin>
-            <ymin>309</ymin>
-            <xmax>2738</xmax>
-            <ymax>756</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>300</xmin>
-            <ymin>349</ymin>
-            <xmax>674</xmax>
-            <ymax>732</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1196</xmin>
-            <ymin>311</ymin>
-            <xmax>1710</xmax>
-            <ymax>734</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1873</xmin>
-            <ymin>195</ymin>
-            <xmax>2262</xmax>
-            <ymax>928</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>758</xmin>
-            <ymin>179</ymin>
-            <xmax>1181</xmax>
-            <ymax>836</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1972</xmin>
-            <ymin>494</ymin>
-            <xmax>2130</xmax>
-            <ymax>609</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2483</xmin>
-            <ymin>483</ymin>
-            <xmax>2611</xmax>
-            <ymax>622</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>421</xmin>
-            <ymin>455</ymin>
-            <xmax>518</xmax>
-            <ymax>591</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>866</xmin>
-            <ymin>470</ymin>
-            <xmax>1005</xmax>
-            <ymax>593</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1441</xmin>
-            <ymin>452</ymin>
-            <xmax>1551</xmax>
-            <ymax>600</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0007.xml b/train/annotations/1119_0007.xml
deleted file mode 100644
index 996ee089ed1f07411e8a0f777650a558c660791f..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0007.xml
+++ /dev/null
@@ -1,268 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0007.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2120</width>
-        <height>2610</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>922</xmin>
-            <ymin>1246</ymin>
-            <xmax>1218</xmax>
-            <ymax>1397</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1186</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1295</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>957</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1289</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>734</xmin>
-            <ymin>564</ymin>
-            <xmax>1137</xmax>
-            <ymax>738</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>760</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1973</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1085</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1967</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1297</xmin>
-            <ymin>817</ymin>
-            <xmax>1508</xmax>
-            <ymax>1202</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1413</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1738</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1412</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1440</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1273</xmin>
-            <ymin>1455</ymin>
-            <xmax>1439</xmax>
-            <ymax>2026</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1381</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1132</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1384</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>630</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1192</xmin>
-            <ymin>1168</ymin>
-            <xmax>1711</xmax>
-            <ymax>1504</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>302</xmin>
-            <ymin>1168</ymin>
-            <xmax>949</xmax>
-            <ymax>1458</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1131</xmin>
-            <ymin>405</ymin>
-            <xmax>1697</xmax>
-            <ymax>860</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>264</xmin>
-            <ymin>419</ymin>
-            <xmax>766</xmax>
-            <ymax>814</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1157</xmin>
-            <ymin>2003</ymin>
-            <xmax>1763</xmax>
-            <ymax>2316</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1247</xmin>
-            <ymin>1228</ymin>
-            <xmax>1566</xmax>
-            <ymax>1434</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>464</xmin>
-            <ymin>1228</ymin>
-            <xmax>705</xmax>
-            <ymax>1405</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1189</xmin>
-            <ymin>503</ymin>
-            <xmax>1627</xmax>
-            <ymax>738</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>302</xmin>
-            <ymin>503</ymin>
-            <xmax>656</xmax>
-            <ymax>689</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1239</xmin>
-            <ymin>2043</ymin>
-            <xmax>1526</xmax>
-            <ymax>2229</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0008.xml b/train/annotations/1119_0008.xml
deleted file mode 100644
index 7baf3f8d015f04ad21d149999b740aca70e497e7..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0008.xml
+++ /dev/null
@@ -1,434 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0008.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2600</width>
-        <height>2158</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1774</xmin>
-            <ymin>1671</ymin>
-            <xmax>2080</xmax>
-            <ymax>1804</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1793</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>397</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2067</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>447</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>80</xmin>
-            <ymin>1172</ymin>
-            <xmax>354</xmax>
-            <ymax>1655</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>325</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>972</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>138</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>517</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1108</xmin>
-            <ymin>1687</ymin>
-            <xmax>1409</xmax>
-            <ymax>1809</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1116</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>397</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1390</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>429</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>85</xmin>
-            <ymin>632</ymin>
-            <xmax>391</xmax>
-            <ymax>1655</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>362</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1502</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>138</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>517</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1481</xmin>
-            <ymin>235</ymin>
-            <xmax>1929</xmax>
-            <ymax>658</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1502</xmin>
-            <ymin>754</ymin>
-            <xmax>1969</xmax>
-            <ymax>1125</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2094</xmin>
-            <ymin>1527</ymin>
-            <xmax>2525</xmax>
-            <ymax>1948</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1380</xmin>
-            <ymin>1535</ymin>
-            <xmax>1809</xmax>
-            <ymax>1929</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>53</xmin>
-            <ymin>1583</ymin>
-            <xmax>474</xmax>
-            <ymax>2012</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>367</xmin>
-            <ymin>541</ymin>
-            <xmax>708</xmax>
-            <ymax>736</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>995</xmin>
-            <ymin>291</ymin>
-            <xmax>1353</xmax>
-            <ymax>505</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>951</xmin>
-            <ymin>821</ymin>
-            <xmax>1396</xmax>
-            <ymax>1037</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>327</xmin>
-            <ymin>1079</ymin>
-            <xmax>671</xmax>
-            <ymax>1279</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2214</xmin>
-            <ymin>1679</ymin>
-            <xmax>2395</xmax>
-            <ymax>1793</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1579</xmin>
-            <ymin>389</ymin>
-            <xmax>1803</xmax>
-            <ymax>496</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1596</xmin>
-            <ymin>898</ymin>
-            <xmax>1809</xmax>
-            <ymax>991</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>447</xmin>
-            <ymin>1117</ymin>
-            <xmax>543</xmax>
-            <ymax>1229</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>517</xmin>
-            <ymin>618</ymin>
-            <xmax>602</xmax>
-            <ymax>696</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1140</xmin>
-            <ymin>357</ymin>
-            <xmax>1188</xmax>
-            <ymax>432</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1119</xmin>
-            <ymin>869</ymin>
-            <xmax>1183</xmax>
-            <ymax>965</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>124</xmin>
-            <ymin>1748</ymin>
-            <xmax>365</xmax>
-            <ymax>1836</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1380</xmin>
-            <ymin>922</ymin>
-            <xmax>1521</xmax>
-            <ymax>962</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1388</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1217</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1510</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1223</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1340</xmin>
-            <ymin>381</ymin>
-            <xmax>1497</xmax>
-            <ymax>429</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1350</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1763</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1486</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1763</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>588</xmin>
-            <ymin>1532</ymin>
-            <xmax>1060</xmax>
-            <ymax>1993</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0010.xml b/train/annotations/1119_0010.xml
deleted file mode 100644
index 188b0bd2ec6ab576599000a17ec9ecd2e63bbd40..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0010.xml
+++ /dev/null
@@ -1,444 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0010.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>2968</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1783</xmin>
-            <ymin>545</ymin>
-            <xmax>2090</xmax>
-            <ymax>758</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1835</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2248</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2057</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2377</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1828</xmin>
-            <ymin>952</ymin>
-            <xmax>2104</xmax>
-            <ymax>1212</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1852</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1979</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2034</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1824</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>901</xmin>
-            <ymin>919</ymin>
-            <xmax>1114</xmax>
-            <ymax>1188</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>932</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1817</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1081</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1967</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>899</xmin>
-            <ymin>610</ymin>
-            <xmax>1161</xmax>
-            <ymax>849</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>908</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2313</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1126</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2180</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>658</xmin>
-            <ymin>2150</ymin>
-            <xmax>873</xmax>
-            <ymax>2426</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>786</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>780</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>763</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>588</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1124</xmin>
-            <ymin>950</ymin>
-            <xmax>1627</xmax>
-            <ymax>1961</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1163</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1047</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1514</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1967</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>567</xmin>
-            <ymin>1240</ymin>
-            <xmax>824</xmax>
-            <ymax>1668</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>590</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1714</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>735</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1370</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2081</xmin>
-            <ymin>425</ymin>
-            <xmax>2575</xmax>
-            <ymax>737</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2088</xmin>
-            <ymin>1043</ymin>
-            <xmax>2675</xmax>
-            <ymax>1377</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>238</xmin>
-            <ymin>1008</ymin>
-            <xmax>939</xmax>
-            <ymax>1319</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1161</xmin>
-            <ymin>638</ymin>
-            <xmax>1882</xmax>
-            <ymax>999</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>248</xmin>
-            <ymin>465</ymin>
-            <xmax>894</xmax>
-            <ymax>760</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>522</xmin>
-            <ymin>2354</ymin>
-            <xmax>1140</xmax>
-            <ymax>2683</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2175</xmin>
-            <ymin>512</ymin>
-            <xmax>2430</xmax>
-            <ymax>669</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2231</xmin>
-            <ymin>1095</ymin>
-            <xmax>2516</xmax>
-            <ymax>1310</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1257</xmin>
-            <ymin>748</ymin>
-            <xmax>1613</xmax>
-            <ymax>926</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>309</xmin>
-            <ymin>1076</ymin>
-            <xmax>618</xmax>
-            <ymax>1247</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>344</xmin>
-            <ymin>540</ymin>
-            <xmax>679</xmax>
-            <ymax>720</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>625</xmin>
-            <ymin>2450</ymin>
-            <xmax>1051</xmax>
-            <ymax>2625</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>660</xmin>
-            <ymin>1799</ymin>
-            <xmax>906</xmax>
-            <ymax>1958</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2213</xmin>
-            <ymin>738</ymin>
-            <xmax>2498</xmax>
-            <ymax>1033</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2355</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2201</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2345</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1980</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>424</xmin>
-            <ymin>1619</ymin>
-            <xmax>1156</xmax>
-            <ymax>2190</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0013.xml b/train/annotations/1119_0013.xml
deleted file mode 100644
index 279dc29fbbd57dbf21080f75910ad983709b141b..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0013.xml
+++ /dev/null
@@ -1,268 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0013.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1822</xmin>
-            <ymin>1442</ymin>
-            <xmax>2316</xmax>
-            <ymax>1773</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2350</xmin>
-            <ymin>2069</ymin>
-            <xmax>2849</xmax>
-            <ymax>2415</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1674</xmin>
-            <ymin>2123</ymin>
-            <xmax>1926</xmax>
-            <ymax>2385</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>568</xmin>
-            <ymin>1477</ymin>
-            <xmax>968</xmax>
-            <ymax>1793</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>978</xmin>
-            <ymin>662</ymin>
-            <xmax>1753</xmax>
-            <ymax>1091</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1862</xmin>
-            <ymin>1536</ymin>
-            <xmax>2187</xmax>
-            <ymax>1689</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2420</xmin>
-            <ymin>2168</ymin>
-            <xmax>2696</xmax>
-            <ymax>2370</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1728</xmin>
-            <ymin>2178</ymin>
-            <xmax>1857</xmax>
-            <ymax>2341</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>627</xmin>
-            <ymin>1570</ymin>
-            <xmax>854</xmax>
-            <ymax>1743</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1116</xmin>
-            <ymin>761</ymin>
-            <xmax>1615</xmax>
-            <ymax>998</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1753</xmin>
-            <ymin>1714</ymin>
-            <xmax>2133</xmax>
-            <ymax>2168</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2094</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2257</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1787</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1862</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2064</xmin>
-            <ymin>1714</ymin>
-            <xmax>2528</xmax>
-            <ymax>2148</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2094</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2257</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2494</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1877</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>785</xmin>
-            <ymin>1057</ymin>
-            <xmax>1432</xmax>
-            <ymax>1536</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1383</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2914</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>815</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2499</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1343</xmin>
-            <ymin>1062</ymin>
-            <xmax>2005</xmax>
-            <ymax>1496</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1383</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2914</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1970</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2543</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0015.xml b/train/annotations/1119_0015.xml
deleted file mode 100644
index f9693ec5f26a3c359001ea6da0f668e9c91861fa..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0015.xml
+++ /dev/null
@@ -1,361 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0015.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3852</width>
-        <height>2170</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>538</xmin>
-            <ymin>1037</ymin>
-            <xmax>1581</xmax>
-            <ymax>1558</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>561</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1066</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1488</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>635</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>535</xmin>
-            <ymin>1030</ymin>
-            <xmax>2287</xmax>
-            <ymax>1555</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>561</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1066</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2173</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>635</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>551</xmin>
-            <ymin>468</ymin>
-            <xmax>1217</xmax>
-            <ymax>1137</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>561</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1063</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1143</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1682</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>551</xmin>
-            <ymin>498</ymin>
-            <xmax>2026</xmax>
-            <ymax>1114</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>561</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1066</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1932</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1658</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>327</xmin>
-            <ymin>1211</ymin>
-            <xmax>2822</xmax>
-            <ymax>1401</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2795</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>903</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>398</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>946</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3113</xmin>
-            <ymin>1003</ymin>
-            <xmax>3360</xmax>
-            <ymax>1083</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>3133</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1140</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3343</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1137</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1772</xmin>
-            <ymin>141</ymin>
-            <xmax>2193</xmax>
-            <ymax>565</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>986</xmin>
-            <ymin>100</ymin>
-            <xmax>1391</xmax>
-            <ymax>545</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1320</xmin>
-            <ymin>1528</ymin>
-            <xmax>1718</xmax>
-            <ymax>1983</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2043</xmin>
-            <ymin>1528</ymin>
-            <xmax>2424</xmax>
-            <ymax>1956</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3357</xmin>
-            <ymin>863</ymin>
-            <xmax>3715</xmax>
-            <ymax>1271</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>164</xmin>
-            <ymin>920</ymin>
-            <xmax>585</xmax>
-            <ymax>1221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>247</xmin>
-            <ymin>997</ymin>
-            <xmax>458</xmax>
-            <ymax>1127</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2598</xmin>
-            <ymin>930</ymin>
-            <xmax>2885</xmax>
-            <ymax>1110</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3427</xmin>
-            <ymin>993</ymin>
-            <xmax>3598</xmax>
-            <ymax>1100</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>555</xmin>
-            <ymin>1020</ymin>
-            <xmax>2494</xmax>
-            <ymax>1120</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>568</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1063</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2477</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1133</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2477</xmin>
-            <ymin>769</ymin>
-            <xmax>3089</xmax>
-            <ymax>1277</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0017.xml b/train/annotations/1119_0017.xml
deleted file mode 100644
index 0ca25bb7c63caffaf227be419e67e82b2e13d144..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0017.xml
+++ /dev/null
@@ -1,400 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0017.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>1052</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1627</xmin>
-            <ymin>436</ymin>
-            <xmax>1781</xmax>
-            <ymax>707</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1692</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>593</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1702</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>392</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>584</xmin>
-            <ymin>437</ymin>
-            <xmax>1542</xmax>
-            <ymax>912</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>612</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>582</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1478</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>206</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>765</xmin>
-            <ymin>269</ymin>
-            <xmax>1000</xmax>
-            <ymax>377</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>808</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>733</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>974</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>752</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1304</xmin>
-            <ymin>239</ymin>
-            <xmax>1510</xmax>
-            <ymax>347</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1318</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>755</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1477</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>776</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2373</xmin>
-            <ymin>742</ymin>
-            <xmax>2601</xmax>
-            <ymax>866</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2409</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>258</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2582</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>251</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>258</xmin>
-            <ymin>302</ymin>
-            <xmax>447</xmax>
-            <ymax>407</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>286</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>696</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>407</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>717</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2606</xmin>
-            <ymin>611</ymin>
-            <xmax>2912</xmax>
-            <ymax>926</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>40</xmin>
-            <ymin>210</ymin>
-            <xmax>284</xmax>
-            <ymax>492</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1022</xmin>
-            <ymin>148</ymin>
-            <xmax>1306</xmax>
-            <ymax>454</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2080</xmin>
-            <ymin>648</ymin>
-            <xmax>2428</xmax>
-            <ymax>952</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>460</xmin>
-            <ymin>177</ymin>
-            <xmax>767</xmax>
-            <ymax>467</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1599</xmin>
-            <ymin>219</ymin>
-            <xmax>1762</xmax>
-            <ymax>344</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1082</xmin>
-            <ymin>252</ymin>
-            <xmax>1240</xmax>
-            <ymax>412</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1679</xmin>
-            <ymin>778</ymin>
-            <xmax>1765</xmax>
-            <ymax>871</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2646</xmin>
-            <ymin>690</ymin>
-            <xmax>2813</xmax>
-            <ymax>840</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>110</xmin>
-            <ymin>309</ymin>
-            <xmax>198</xmax>
-            <ymax>408</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>590</xmin>
-            <ymin>267</ymin>
-            <xmax>679</xmax>
-            <ymax>388</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1903</xmin>
-            <ymin>794</ymin>
-            <xmax>2149</xmax>
-            <ymax>887</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1940</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>202</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2114</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>216</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1505</xmin>
-            <ymin>661</ymin>
-            <xmax>1932</xmax>
-            <ymax>990</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1513</xmin>
-            <ymin>139</ymin>
-            <xmax>1866</xmax>
-            <ymax>437</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0020.xml b/train/annotations/1119_0020.xml
deleted file mode 100644
index 7d81408bf2b4783f6cedfc67b83996ab44d33f68..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0020.xml
+++ /dev/null
@@ -1,271 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0020.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2966</width>
-        <height>2733</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>450</xmin>
-            <ymin>612</ymin>
-            <xmax>1036</xmax>
-            <ymax>1006</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>496</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1945</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1963</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1066</xmin>
-            <ymin>586</ymin>
-            <xmax>1692</xmax>
-            <ymax>885</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1166</xmin>
-            <ymin>1087</ymin>
-            <xmax>1715</xmax>
-            <ymax>1377</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1184</xmin>
-            <ymin>1555</ymin>
-            <xmax>1655</xmax>
-            <ymax>1856</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1835</xmin>
-            <ymin>529</ymin>
-            <xmax>2213</xmax>
-            <ymax>1784</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2303</xmin>
-            <ymin>992</ymin>
-            <xmax>2660</xmax>
-            <ymax>1791</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>158</xmin>
-            <ymin>1855</ymin>
-            <xmax>1980</xmax>
-            <ymax>2365</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>232</xmin>
-            <ymin>1590</ymin>
-            <xmax>739</xmax>
-            <ymax>1884</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>7</xmin>
-            <ymin>633</ymin>
-            <xmax>304</xmax>
-            <ymax>1812</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>283</xmin>
-            <ymin>1140</ymin>
-            <xmax>718</xmax>
-            <ymax>1428</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>426</xmin>
-            <ymin>98</ymin>
-            <xmax>1745</xmax>
-            <ymax>630</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1145</xmin>
-            <ymin>594</ymin>
-            <xmax>1637</xmax>
-            <ymax>840</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>761</xmin>
-            <ymin>335</ymin>
-            <xmax>1229</xmax>
-            <ymax>529</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1905</xmin>
-            <ymin>608</ymin>
-            <xmax>2165</xmax>
-            <ymax>1628</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2373</xmin>
-            <ymin>1113</ymin>
-            <xmax>2601</xmax>
-            <ymax>1748</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>506</xmin>
-            <ymin>2022</ymin>
-            <xmax>1372</xmax>
-            <ymax>2272</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1525</xmin>
-            <ymin>126</ymin>
-            <xmax>2577</xmax>
-            <ymax>1062</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1586</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2519</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2489</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1745</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0022.xml b/train/annotations/1119_0022.xml
deleted file mode 100644
index 59107c0bd32f853f72091380488a0804a262e6ab..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0022.xml
+++ /dev/null
@@ -1,224 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0022.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2284</width>
-        <height>2281</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>877</xmin>
-            <ymin>449</ymin>
-            <xmax>1241</xmax>
-            <ymax>627</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>940</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1749</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1191</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1734</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>880</xmin>
-            <ymin>814</ymin>
-            <xmax>1219</xmax>
-            <ymax>1000</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>902</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1382</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1175</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1342</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>921</xmin>
-            <ymin>1314</ymin>
-            <xmax>1210</xmax>
-            <ymax>1492</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>940</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>875</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1153</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>888</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1229</xmin>
-            <ymin>1276</ymin>
-            <xmax>1533</xmax>
-            <ymax>1615</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1248</xmin>
-            <ymin>788</ymin>
-            <xmax>1539</xmax>
-            <ymax>1089</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1267</xmin>
-            <ymin>395</ymin>
-            <xmax>1628</xmax>
-            <ymax>684</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>326</xmin>
-            <ymin>183</ymin>
-            <xmax>1862</xmax>
-            <ymax>1967</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>440</xmin>
-            <ymin>338</ymin>
-            <xmax>947</xmax>
-            <ymax>1792</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1302</xmin>
-            <ymin>1368</ymin>
-            <xmax>1438</xmax>
-            <ymax>1539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1327</xmin>
-            <ymin>823</ymin>
-            <xmax>1412</xmax>
-            <ymax>1032</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1352</xmin>
-            <ymin>456</ymin>
-            <xmax>1479</xmax>
-            <ymax>598</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>560</xmin>
-            <ymin>478</ymin>
-            <xmax>785</xmax>
-            <ymax>1561</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0025.xml b/train/annotations/1119_0025.xml
deleted file mode 100644
index f5986aa9ca57130ea94e2ab0fc963bdffb095845..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0025.xml
+++ /dev/null
@@ -1,211 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0025.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2832</width>
-        <height>3457</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>917</xmin>
-            <ymin>866</ymin>
-            <xmax>1861</xmax>
-            <ymax>1810</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>947</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1716</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1737</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2578</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>102</xmin>
-            <ymin>1468</ymin>
-            <xmax>990</xmax>
-            <ymax>1916</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1417</xmin>
-            <ymin>342</ymin>
-            <xmax>2202</xmax>
-            <ymax>871</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1139</xmin>
-            <ymin>2582</ymin>
-            <xmax>1895</xmax>
-            <ymax>2996</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2185</xmin>
-            <ymin>1921</ymin>
-            <xmax>2578</xmax>
-            <ymax>2548</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>281</xmin>
-            <ymin>1609</ymin>
-            <xmax>538</xmax>
-            <ymax>1895</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1519</xmin>
-            <ymin>457</ymin>
-            <xmax>1946</xmax>
-            <ymax>841</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1203</xmin>
-            <ymin>2723</ymin>
-            <xmax>1848</xmax>
-            <ymax>2975</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2257</xmin>
-            <ymin>2083</ymin>
-            <xmax>2441</xmax>
-            <ymax>2458</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>294</xmin>
-            <ymin>960</ymin>
-            <xmax>1430</xmax>
-            <ymax>2638</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>328</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1989</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1387</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>888</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>922</xmin>
-            <ymin>1703</ymin>
-            <xmax>2322</xmax>
-            <ymax>1955</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>947</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1716</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2292</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1545</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0033.xml b/train/annotations/1119_0033.xml
deleted file mode 100644
index 040d2ddf6d3aff84358e25b326c8221357a3c6c5..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0033.xml
+++ /dev/null
@@ -1,185 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0033.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>992</width>
-        <height>1923</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>415</xmin>
-            <ymin>515</ymin>
-            <xmax>551</xmax>
-            <ymax>742</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>488</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1378</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>493</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1237</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>357</xmin>
-            <ymin>52</ymin>
-            <xmax>550</xmax>
-            <ymax>305</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>453</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1836</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>436</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1652</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>445</xmin>
-            <ymin>967</ymin>
-            <xmax>572</xmax>
-            <ymax>1233</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>490</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>938</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>488</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>726</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>135</xmin>
-            <ymin>290</ymin>
-            <xmax>810</xmax>
-            <ymax>540</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>177</xmin>
-            <ymin>1159</ymin>
-            <xmax>855</xmax>
-            <ymax>1474</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>171</xmin>
-            <ymin>726</ymin>
-            <xmax>752</xmax>
-            <ymax>1025</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>190</xmin>
-            <ymin>313</ymin>
-            <xmax>690</xmax>
-            <ymax>504</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>239</xmin>
-            <ymin>1219</ymin>
-            <xmax>759</xmax>
-            <ymax>1459</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>227</xmin>
-            <ymin>764</ymin>
-            <xmax>682</xmax>
-            <ymax>954</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0034.xml b/train/annotations/1119_0034.xml
deleted file mode 100644
index 49af3e3fe3ea8c505ab6b05678ea0760a8d72264..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0034.xml
+++ /dev/null
@@ -1,271 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0034.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>325</xmin>
-            <ymin>518</ymin>
-            <xmax>934</xmax>
-            <ymax>1056</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1401</xmin>
-            <ymin>545</ymin>
-            <xmax>1960</xmax>
-            <ymax>1052</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>343</xmin>
-            <ymin>1616</ymin>
-            <xmax>888</xmax>
-            <ymax>2113</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1116</xmin>
-            <ymin>1385</ymin>
-            <xmax>1712</xmax>
-            <ymax>1998</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2035</xmin>
-            <ymin>593</ymin>
-            <xmax>2632</xmax>
-            <ymax>986</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1694</xmin>
-            <ymin>1736</ymin>
-            <xmax>2414</xmax>
-            <ymax>2136</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>703</xmin>
-            <ymin>2113</ymin>
-            <xmax>1396</xmax>
-            <ymax>2487</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1565</xmin>
-            <ymin>718</ymin>
-            <xmax>1681</xmax>
-            <ymax>905</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>431</xmin>
-            <ymin>691</ymin>
-            <xmax>738</xmax>
-            <ymax>900</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2183</xmin>
-            <ymin>722</ymin>
-            <xmax>2347</xmax>
-            <ymax>900</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1907</xmin>
-            <ymin>1825</ymin>
-            <xmax>2072</xmax>
-            <ymax>2029</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>956</xmin>
-            <ymin>2193</ymin>
-            <xmax>1165</xmax>
-            <ymax>2362</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>485</xmin>
-            <ymin>1745</ymin>
-            <xmax>641</xmax>
-            <ymax>1949</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1343</xmin>
-            <ymin>1580</ymin>
-            <xmax>1511</xmax>
-            <ymax>1749</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>778</xmin>
-            <ymin>989</ymin>
-            <xmax>1298</xmax>
-            <ymax>1549</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>823</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2949</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1218</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2513</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>916</xmin>
-            <ymin>705</ymin>
-            <xmax>1454</xmax>
-            <ymax>852</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>970</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3238</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1414</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3242</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>485</xmin>
-            <ymin>1029</ymin>
-            <xmax>641</xmax>
-            <ymax>1651</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0035.xml b/train/annotations/1119_0035.xml
deleted file mode 100644
index fd8f4fb4a9fadb93307122ef1bfa7a937e2525b7..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0035.xml
+++ /dev/null
@@ -1,411 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0035.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3996</width>
-        <height>2810</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2716</xmin>
-            <ymin>1168</ymin>
-            <xmax>3157</xmax>
-            <ymax>1457</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2794</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1556</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3071</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1482</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>811</xmin>
-            <ymin>1113</ymin>
-            <xmax>1252</xmax>
-            <ymax>1418</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>835</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1673</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1198</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1443</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>612</xmin>
-            <ymin>1367</ymin>
-            <xmax>1190</xmax>
-            <ymax>1504</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>675</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1384</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1124</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1373</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>749</xmin>
-            <ymin>1426</ymin>
-            <xmax>1159</xmax>
-            <ymax>1820</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>800</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1057</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1131</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1342</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2548</xmin>
-            <ymin>559</ymin>
-            <xmax>3145</xmax>
-            <ymax>1148</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>885</xmin>
-            <ymin>524</ymin>
-            <xmax>1467</xmax>
-            <ymax>1063</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1709</xmin>
-            <ymin>536</ymin>
-            <xmax>2310</xmax>
-            <ymax>1078</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1557</xmin>
-            <ymin>2034</ymin>
-            <xmax>2267</xmax>
-            <ymax>2456</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2521</xmin>
-            <ymin>1980</ymin>
-            <xmax>3227</xmax>
-            <ymax>2409</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3223</xmin>
-            <ymin>1098</ymin>
-            <xmax>3941</xmax>
-            <ymax>1582</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1471</xmin>
-            <ymin>1098</ymin>
-            <xmax>2497</xmax>
-            <ymax>1472</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>148</xmin>
-            <ymin>1305</ymin>
-            <xmax>667</xmax>
-            <ymax>1617</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>300</xmin>
-            <ymin>793</ymin>
-            <xmax>850</xmax>
-            <ymax>1281</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>238</xmin>
-            <ymin>1668</ymin>
-            <xmax>885</xmax>
-            <ymax>2202</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>772</xmin>
-            <ymin>2062</ymin>
-            <xmax>1323</xmax>
-            <ymax>2460</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1307</xmin>
-            <ymin>1465</ymin>
-            <xmax>2689</xmax>
-            <ymax>1980</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1779</xmin>
-            <ymin>1547</ymin>
-            <xmax>2029</xmax>
-            <ymax>1781</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2747</xmin>
-            <ymin>692</ymin>
-            <xmax>2950</xmax>
-            <ymax>1012</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3297</xmin>
-            <ymin>1246</ymin>
-            <xmax>3703</xmax>
-            <ymax>1472</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1038</xmin>
-            <ymin>633</ymin>
-            <xmax>1272</xmax>
-            <ymax>957</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1760</xmin>
-            <ymin>1168</ymin>
-            <xmax>2060</xmax>
-            <ymax>1406</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1881</xmin>
-            <ymin>731</ymin>
-            <xmax>2091</xmax>
-            <ymax>930</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>257</xmin>
-            <ymin>1363</ymin>
-            <xmax>546</xmax>
-            <ymax>1566</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>421</xmin>
-            <ymin>899</ymin>
-            <xmax>706</xmax>
-            <ymax>1184</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>398</xmin>
-            <ymin>1812</ymin>
-            <xmax>745</xmax>
-            <ymax>2046</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0044.xml b/train/annotations/1119_0044.xml
deleted file mode 100644
index 2e9c4002ffeeec88754fad2835a9832236e948c2..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0044.xml
+++ /dev/null
@@ -1,413 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0044.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2724</width>
-        <height>3806</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>216</xmin>
-            <ymin>2798</ymin>
-            <xmax>1328</xmax>
-            <ymax>3398</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>263</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1197</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>488</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>214</xmin>
-            <ymin>2074</ymin>
-            <xmax>2343</xmax>
-            <ymax>3136</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>283</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>974</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2254</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1687</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1103</xmin>
-            <ymin>2812</ymin>
-            <xmax>1332</xmax>
-            <ymax>3377</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1222</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>953</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1219</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>501</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>580</xmin>
-            <ymin>1174</ymin>
-            <xmax>1134</xmax>
-            <ymax>1707</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1096</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2603</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>686</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2150</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1777</xmin>
-            <ymin>1186</ymin>
-            <xmax>2398</xmax>
-            <ymax>1664</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1832</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2535</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2271</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2209</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>144</xmin>
-            <ymin>2049</ymin>
-            <xmax>770</xmax>
-            <ymax>2586</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>660</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1732</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>233</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1275</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1062</xmin>
-            <ymin>70</ymin>
-            <xmax>1819</xmax>
-            <ymax>709</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>935</xmin>
-            <ymin>2463</ymin>
-            <xmax>1413</xmax>
-            <ymax>2848</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1011</xmin>
-            <ymin>3347</ymin>
-            <xmax>1641</xmax>
-            <ymax>3660</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2081</xmin>
-            <ymin>1622</ymin>
-            <xmax>2669</xmax>
-            <ymax>2138</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>335</xmin>
-            <ymin>1685</ymin>
-            <xmax>986</xmax>
-            <ymax>2100</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>34</xmin>
-            <ymin>2557</ymin>
-            <xmax>533</xmax>
-            <ymax>2840</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1024</xmin>
-            <ymin>2531</ymin>
-            <xmax>1265</xmax>
-            <ymax>2764</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1104</xmin>
-            <ymin>3419</ymin>
-            <xmax>1371</xmax>
-            <ymax>3618</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1248</xmin>
-            <ymin>1068</ymin>
-            <xmax>1569</xmax>
-            <ymax>1292</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1257</xmin>
-            <ymin>286</ymin>
-            <xmax>1569</xmax>
-            <ymax>480</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>555</xmin>
-            <ymin>1808</ymin>
-            <xmax>758</xmax>
-            <ymax>2024</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2293</xmin>
-            <ymin>1808</ymin>
-            <xmax>2453</xmax>
-            <ymax>1990</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>170</xmin>
-            <ymin>2620</ymin>
-            <xmax>385</xmax>
-            <ymax>2785</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>576</xmin>
-            <ymin>2024</ymin>
-            <xmax>1113</xmax>
-            <ymax>2531</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>652</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1723</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1066</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1330</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1066</xmin>
-            <ymin>861</ymin>
-            <xmax>1844</xmax>
-            <ymax>1504</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1119_0053.xml b/train/annotations/1119_0053.xml
deleted file mode 100644
index 4058de57548e2dbcb0df33e812020846abf27401..0000000000000000000000000000000000000000
--- a/train/annotations/1119_0053.xml
+++ /dev/null
@@ -1,497 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1119_0053.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2322</width>
-        <height>3510</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1308</xmin>
-            <ymin>2620</ymin>
-            <xmax>1492</xmax>
-            <ymax>2895</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1382</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>854</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1390</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>643</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1342</xmin>
-            <ymin>162</ymin>
-            <xmax>1705</xmax>
-            <ymax>891</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1369</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2693</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1428</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3254</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>812</xmin>
-            <ymin>339</ymin>
-            <xmax>954</xmax>
-            <ymax>588</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>886</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3149</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>897</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2954</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>518</xmin>
-            <ymin>887</ymin>
-            <xmax>839</xmax>
-            <ymax>1247</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>776</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2579</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>562</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2291</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1245</xmin>
-            <ymin>880</ymin>
-            <xmax>1506</xmax>
-            <ymax>1186</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1284</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2590</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1440</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2365</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>938</xmin>
-            <ymin>2119</ymin>
-            <xmax>1144</xmax>
-            <ymax>2382</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1026</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1364</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1012</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1183</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>538</xmin>
-            <ymin>2634</ymin>
-            <xmax>763</xmax>
-            <ymax>2881</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>675</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>857</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>656</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>665</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1295</xmin>
-            <ymin>2884</ymin>
-            <xmax>1701</xmax>
-            <ymax>3294</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>472</xmin>
-            <ymin>2862</ymin>
-            <xmax>855</xmax>
-            <ymax>3255</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1362</xmin>
-            <ymin>1149</ymin>
-            <xmax>2009</xmax>
-            <ymax>1470</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>176</xmin>
-            <ymin>1235</ymin>
-            <xmax>843</xmax>
-            <ymax>1511</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>515</xmin>
-            <ymin>100</ymin>
-            <xmax>1420</xmax>
-            <ymax>439</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>539</xmin>
-            <ymin>2362</ymin>
-            <xmax>1494</xmax>
-            <ymax>2670</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1338</xmin>
-            <ymin>2993</ymin>
-            <xmax>1584</xmax>
-            <ymax>3196</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1518</xmin>
-            <ymin>1196</ymin>
-            <xmax>1759</xmax>
-            <ymax>1402</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>621</xmin>
-            <ymin>158</ymin>
-            <xmax>1159</xmax>
-            <ymax>345</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>340</xmin>
-            <ymin>1316</ymin>
-            <xmax>640</xmax>
-            <ymax>1470</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>839</xmin>
-            <ymin>735</ymin>
-            <xmax>963</xmax>
-            <ymax>868</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>539</xmin>
-            <ymin>2966</ymin>
-            <xmax>749</xmax>
-            <ymax>3153</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1319</xmin>
-            <ymin>1370</ymin>
-            <xmax>1665</xmax>
-            <ymax>1803</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1615</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2099</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1363</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1773</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>524</xmin>
-            <ymin>1464</ymin>
-            <xmax>801</xmax>
-            <ymax>1801</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>557</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2006</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>746</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1770</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>656</x>
-            <y>2845</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>675</x>
-            <y>2653</y>
-        </point>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>515</xmin>
-            <ymin>552</ymin>
-            <xmax>1377</xmax>
-            <ymax>1067</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>589</xmin>
-            <ymin>1617</ymin>
-            <xmax>1416</xmax>
-            <ymax>2163</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0010.xml b/train/annotations/1212_0010.xml
deleted file mode 100644
index 79187169cac03b9de0a105d7e294ab58c26e3609..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0010.xml
+++ /dev/null
@@ -1,553 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0010.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3665</width>
-        <height>2954</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1707</xmin>
-            <ymin>170</ymin>
-            <xmax>2382</xmax>
-            <ymax>513</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1753</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2730</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2291</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2515</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1320</xmin>
-            <ymin>447</ymin>
-            <xmax>1535</xmax>
-            <ymax>800</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1418</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2478</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1418</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2169</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1369</xmin>
-            <ymin>2005</ymin>
-            <xmax>1529</xmax>
-            <ymax>2346</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1469</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>923</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1440</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>637</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1721</xmin>
-            <ymin>808</ymin>
-            <xmax>2245</xmax>
-            <ymax>1077</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1761</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1942</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2182</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2111</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>178</xmin>
-            <ymin>1412</ymin>
-            <xmax>1251</xmax>
-            <ymax>1879</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1197</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1152</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>304</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1479</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>662</xmin>
-            <ymin>1430</ymin>
-            <xmax>1266</xmax>
-            <ymax>1911</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1206</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1129</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>782</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1464</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>602</xmin>
-            <ymin>848</ymin>
-            <xmax>988</xmax>
-            <ymax>1495</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1114</xmin>
-            <ymin>771</ymin>
-            <xmax>1755</xmax>
-            <ymax>1275</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1125</xmin>
-            <ymin>21</ymin>
-            <xmax>1761</xmax>
-            <ymax>473</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1140</xmin>
-            <ymin>2332</ymin>
-            <xmax>1853</xmax>
-            <ymax>2904</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1180</xmin>
-            <ymin>1570</ymin>
-            <xmax>1795</xmax>
-            <ymax>2014</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2325</xmin>
-            <ymin>253</ymin>
-            <xmax>3021</xmax>
-            <ymax>596</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2740</xmin>
-            <ymin>1954</ymin>
-            <xmax>3207</xmax>
-            <ymax>2300</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2792</xmin>
-            <ymin>2231</ymin>
-            <xmax>3253</xmax>
-            <ymax>2549</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2803</xmin>
-            <ymin>2543</ymin>
-            <xmax>3387</xmax>
-            <ymax>2924</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2188</xmin>
-            <ymin>757</ymin>
-            <xmax>3124</xmax>
-            <ymax>1301</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>29</xmin>
-            <ymin>1135</ymin>
-            <xmax>510</xmax>
-            <ymax>1464</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2491</xmin>
-            <ymin>336</ymin>
-            <xmax>2869</xmax>
-            <ymax>519</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1280</xmin>
-            <ymin>929</ymin>
-            <xmax>1644</xmax>
-            <ymax>1152</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1254</xmin>
-            <ymin>138</ymin>
-            <xmax>1558</xmax>
-            <ymax>304</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1303</xmin>
-            <ymin>2498</ymin>
-            <xmax>1707</xmax>
-            <ymax>2724</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1346</xmin>
-            <ymin>1647</ymin>
-            <xmax>1635</xmax>
-            <ymax>1913</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2291</xmin>
-            <ymin>800</ymin>
-            <xmax>2978</xmax>
-            <ymax>1206</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>727</xmin>
-            <ymin>974</ymin>
-            <xmax>888</xmax>
-            <ymax>1327</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>69</xmin>
-            <ymin>1232</ymin>
-            <xmax>315</xmax>
-            <ymax>1404</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1434</xmin>
-            <ymin>1224</ymin>
-            <xmax>1516</xmax>
-            <ymax>1609</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1480</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1703</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1477</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1375</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1787</xmin>
-            <ymin>2626</ymin>
-            <xmax>2855</xmax>
-            <ymax>2778</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1841</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>285</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2792</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>270</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1755</xmin>
-            <ymin>2082</ymin>
-            <xmax>2826</xmax>
-            <ymax>2770</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1784</xmin>
-            <ymin>2360</ymin>
-            <xmax>2821</xmax>
-            <ymax>2747</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1820</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>259</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2755</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>554</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0024.xml b/train/annotations/1212_0024.xml
deleted file mode 100644
index 654d53ae18cd3121aee0c9717c7af18fe2adbc85..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0024.xml
+++ /dev/null
@@ -1,277 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0024.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2734</width>
-        <height>2328</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1111</xmin>
-            <ymin>604</ymin>
-            <xmax>1301</xmax>
-            <ymax>859</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1198</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1640</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1211</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1533</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>267</xmin>
-            <ymin>1079</ymin>
-            <xmax>519</xmax>
-            <ymax>1480</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>367</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1203</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>412</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>916</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2071</xmin>
-            <ymin>1057</ymin>
-            <xmax>2284</xmax>
-            <ymax>1412</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2168</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1220</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2184</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>964</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>99</xmin>
-            <ymin>821</ymin>
-            <xmax>2368</xmax>
-            <ymax>1144</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>639</xmin>
-            <ymin>294</ymin>
-            <xmax>1848</xmax>
-            <ymax>669</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>34</xmin>
-            <ymin>1432</ymin>
-            <xmax>700</xmax>
-            <ymax>1752</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2026</xmin>
-            <ymin>1383</ymin>
-            <xmax>2630</xmax>
-            <ymax>1745</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>988</xmin>
-            <ymin>846</ymin>
-            <xmax>1431</xmax>
-            <ymax>1079</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>852</xmin>
-            <ymin>426</ymin>
-            <xmax>1512</xmax>
-            <ymax>636</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>289</xmin>
-            <ymin>1551</ymin>
-            <xmax>464</xmax>
-            <ymax>1719</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2265</xmin>
-            <ymin>1477</ymin>
-            <xmax>2430</xmax>
-            <ymax>1665</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1211</x>
-            <y>795</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>412</x>
-            <y>1412</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2184</x>
-            <y>1364</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>367</x>
-            <y>1125</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1198</x>
-            <y>688</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2168</x>
-            <y>1108</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0026.xml b/train/annotations/1212_0026.xml
deleted file mode 100644
index 66b9ebda7d20c946c5a64c82fffa2109bfd8f935..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0026.xml
+++ /dev/null
@@ -1,211 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0026.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>3242</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1402</xmin>
-            <ymin>722</ymin>
-            <xmax>1600</xmax>
-            <ymax>1785</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1474</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2476</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1485</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1522</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>674</xmin>
-            <ymin>730</ymin>
-            <xmax>1567</xmax>
-            <ymax>1367</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1492</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2487</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>714</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1911</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1398</xmin>
-            <ymin>733</ymin>
-            <xmax>2201</xmax>
-            <ymax>1212</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1492</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2487</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2126</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2084</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1877</xmin>
-            <ymin>1140</ymin>
-            <xmax>2605</xmax>
-            <ymax>1735</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>382</xmin>
-            <ymin>1331</ymin>
-            <xmax>1085</xmax>
-            <ymax>1900</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1160</xmin>
-            <ymin>341</ymin>
-            <xmax>1809</xmax>
-            <ymax>780</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1207</xmin>
-            <ymin>1846</ymin>
-            <xmax>1938</xmax>
-            <ymax>2416</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2010</xmin>
-            <ymin>1310</ymin>
-            <xmax>2436</xmax>
-            <ymax>1598</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1330</xmin>
-            <ymin>427</ymin>
-            <xmax>1650</xmax>
-            <ymax>672</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1340</xmin>
-            <ymin>1972</ymin>
-            <xmax>1719</xmax>
-            <ymax>2282</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>573</xmin>
-            <ymin>1457</ymin>
-            <xmax>890</xmax>
-            <ymax>1735</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0027.xml b/train/annotations/1212_0027.xml
deleted file mode 100644
index 18edf936da3ae4cf312b8f02d96be07df3a99ba2..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0027.xml
+++ /dev/null
@@ -1,325 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0027.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2754</width>
-        <height>2700</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>915</xmin>
-            <ymin>1043</ymin>
-            <xmax>1767</xmax>
-            <ymax>1697</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2028</xmin>
-            <ymin>1574</ymin>
-            <xmax>2619</xmax>
-            <ymax>1937</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2055</xmin>
-            <ymin>605</ymin>
-            <xmax>2586</xmax>
-            <ymax>1004</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>42</xmin>
-            <ymin>1919</ymin>
-            <xmax>621</xmax>
-            <ymax>2294</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>63</xmin>
-            <ymin>1112</ymin>
-            <xmax>672</xmax>
-            <ymax>1541</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>99</xmin>
-            <ymin>488</ymin>
-            <xmax>702</xmax>
-            <ymax>887</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2178</xmin>
-            <ymin>1676</ymin>
-            <xmax>2322</xmax>
-            <ymax>1865</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2256</xmin>
-            <ymin>725</ymin>
-            <xmax>2445</xmax>
-            <ymax>935</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1263</xmin>
-            <ymin>1235</ymin>
-            <xmax>1464</xmax>
-            <ymax>1688</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>273</xmin>
-            <ymin>1232</ymin>
-            <xmax>453</xmax>
-            <ymax>1448</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>291</xmin>
-            <ymin>605</ymin>
-            <xmax>432</xmax>
-            <ymax>776</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>228</xmin>
-            <ymin>2024</ymin>
-            <xmax>417</xmax>
-            <ymax>2183</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>570</xmin>
-            <ymin>1682</ymin>
-            <xmax>1083</xmax>
-            <ymax>2030</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>627</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>739</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1023</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>967</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>630</xmin>
-            <ymin>1274</ymin>
-            <xmax>963</xmax>
-            <ymax>1487</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>669</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1372</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>624</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1282</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>738</xmin>
-            <ymin>776</ymin>
-            <xmax>1077</xmax>
-            <ymax>1145</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>759</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1882</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1038</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1600</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1680</xmin>
-            <ymin>869</ymin>
-            <xmax>2130</xmax>
-            <ymax>1250</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1707</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1510</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2064</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1804</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1698</xmin>
-            <ymin>1454</ymin>
-            <xmax>2088</xmax>
-            <ymax>1820</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1752</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1177</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2043</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>949</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0028.xml b/train/annotations/1212_0028.xml
deleted file mode 100644
index 24041eb054333218c303f76b3027a1ccb9416f7d..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0028.xml
+++ /dev/null
@@ -1,361 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0028.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>4000</width>
-        <height>3000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3230</xmin>
-            <ymin>929</ymin>
-            <xmax>3397</xmax>
-            <ymax>1745</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>3324</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2031</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3310</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1315</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3397</xmin>
-            <ymin>1042</ymin>
-            <xmax>3697</xmax>
-            <ymax>1815</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>3564</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1238</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3537</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1905</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2094</xmin>
-            <ymin>1692</ymin>
-            <xmax>3077</xmax>
-            <ymax>2369</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2164</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1271</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3014</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>821</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2107</xmin>
-            <ymin>532</ymin>
-            <xmax>3080</xmax>
-            <ymax>1102</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2147</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1958</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3050</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2361</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>597</xmin>
-            <ymin>635</ymin>
-            <xmax>914</xmax>
-            <ymax>1072</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>744</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1968</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>774</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2318</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>660</xmin>
-            <ymin>1725</ymin>
-            <xmax>954</xmax>
-            <ymax>2112</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>794</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1245</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>824</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>941</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1110</xmin>
-            <ymin>1205</ymin>
-            <xmax>1880</xmax>
-            <ymax>1509</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1854</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1648</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1157</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1625</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>394</xmin>
-            <ymin>1045</ymin>
-            <xmax>1154</xmax>
-            <ymax>1742</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3050</xmin>
-            <ymin>242</ymin>
-            <xmax>3644</xmax>
-            <ymax>982</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3067</xmin>
-            <ymin>1749</ymin>
-            <xmax>3797</xmax>
-            <ymax>2505</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1850</xmin>
-            <ymin>1059</ymin>
-            <xmax>2507</xmax>
-            <ymax>1775</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>487</xmin>
-            <ymin>212</ymin>
-            <xmax>1177</xmax>
-            <ymax>705</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>584</xmin>
-            <ymin>2042</ymin>
-            <xmax>1217</xmax>
-            <ymax>2479</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3234</xmin>
-            <ymin>445</ymin>
-            <xmax>3514</xmax>
-            <ymax>715</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3244</xmin>
-            <ymin>1979</ymin>
-            <xmax>3567</xmax>
-            <ymax>2245</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2007</xmin>
-            <ymin>1209</ymin>
-            <xmax>2297</xmax>
-            <ymax>1495</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>560</xmin>
-            <ymin>1262</ymin>
-            <xmax>927</xmax>
-            <ymax>1499</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0029.xml b/train/annotations/1212_0029.xml
deleted file mode 100644
index cdcd36ae0acd64b573d353bcff1064a7f98c799d..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0029.xml
+++ /dev/null
@@ -1,154 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0029.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3165</width>
-        <height>2606</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2075</xmin>
-            <ymin>621</ymin>
-            <xmax>2853</xmax>
-            <ymax>1844</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2088</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1943</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2683</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>807</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>653</xmin>
-            <ymin>618</ymin>
-            <xmax>1425</xmax>
-            <ymax>2146</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1168</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>527</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1402</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1937</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1550</xmin>
-            <ymin>389</ymin>
-            <xmax>2155</xmax>
-            <ymax>920</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1618</xmin>
-            <ymin>1165</ymin>
-            <xmax>2023</xmax>
-            <ymax>1448</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1689</xmin>
-            <ymin>657</ymin>
-            <xmax>1949</xmax>
-            <ymax>856</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1599</xmin>
-            <ymin>1857</ymin>
-            <xmax>2107</xmax>
-            <ymax>2143</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1380</xmin>
-            <ymin>1014</ymin>
-            <xmax>2422</xmax>
-            <ymax>1528</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1168</xmin>
-            <ymin>1548</ymin>
-            <xmax>2796</xmax>
-            <ymax>2404</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0030.xml b/train/annotations/1212_0030.xml
deleted file mode 100644
index aa0e14c24c126a4aeb8a6bea82385bbebae7f516..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0030.xml
+++ /dev/null
@@ -1,242 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0030.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2444</width>
-        <height>2114</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1023</xmin>
-            <ymin>561</ymin>
-            <xmax>1138</xmax>
-            <ymax>820</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1088</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1542</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1091</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1313</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>715</xmin>
-            <ymin>1172</ymin>
-            <xmax>1004</xmax>
-            <ymax>1530</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>960</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>926</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>725</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>610</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1479</xmin>
-            <ymin>1125</ymin>
-            <xmax>1720</xmax>
-            <ymax>1444</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1495</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>973</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1699</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>704</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1573</xmin>
-            <ymin>384</ymin>
-            <xmax>1887</xmax>
-            <ymax>1076</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1594</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1067</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1620</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1670</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>702</xmin>
-            <ymin>313</ymin>
-            <xmax>1607</xmax>
-            <ymax>582</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>381</xmin>
-            <ymin>1535</ymin>
-            <xmax>1015</xmax>
-            <ymax>1791</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1602</xmin>
-            <ymin>1402</ymin>
-            <xmax>2236</xmax>
-            <ymax>1665</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>837</xmin>
-            <ymin>389</ymin>
-            <xmax>1336</xmax>
-            <ymax>559</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1078</xmin>
-            <ymin>995</ymin>
-            <xmax>1148</xmax>
-            <ymax>1104</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>553</xmin>
-            <ymin>1618</ymin>
-            <xmax>830</xmax>
-            <ymax>1757</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1780</xmin>
-            <ymin>1488</ymin>
-            <xmax>1986</xmax>
-            <ymax>1655</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>775</xmin>
-            <ymin>791</ymin>
-            <xmax>1594</xmax>
-            <ymax>1297</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0034.xml b/train/annotations/1212_0034.xml
deleted file mode 100644
index 3db91d11cf0bdf4b626033db035a21653495946c..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0034.xml
+++ /dev/null
@@ -1,400 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0034.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2640</width>
-        <height>3173</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1516</xmin>
-            <ymin>1050</ymin>
-            <xmax>2507</xmax>
-            <ymax>2311</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1531</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>932</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2291</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2041</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>838</xmin>
-            <ymin>1426</ymin>
-            <xmax>1390</xmax>
-            <ymax>1555</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>877</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1688</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1355</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1708</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1128</xmin>
-            <ymin>333</ymin>
-            <xmax>1265</xmax>
-            <ymax>623</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1206</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2836</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1183</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2577</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>744</xmin>
-            <ymin>1058</ymin>
-            <xmax>1077</xmax>
-            <ymax>1410</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1053</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2103</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>775</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1790</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1433</xmin>
-            <ymin>1058</ymin>
-            <xmax>1665</xmax>
-            <ymax>1399</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1641</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1798</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1473</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2103</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1140</xmin>
-            <ymin>2452</ymin>
-            <xmax>1324</xmax>
-            <ymax>2754</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1261</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>701</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1214</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>423</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>552</xmin>
-            <ymin>1379</ymin>
-            <xmax>846</xmax>
-            <ymax>1583</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1003</xmin>
-            <ymin>2766</ymin>
-            <xmax>1500</xmax>
-            <ymax>3169</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1457</xmin>
-            <ymin>1387</ymin>
-            <xmax>1931</xmax>
-            <ymax>1610</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>203</xmin>
-            <ymin>658</ymin>
-            <xmax>2248</xmax>
-            <ymax>1782</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>975</xmin>
-            <ymin>807</ymin>
-            <xmax>1508</xmax>
-            <ymax>1085</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>811</xmin>
-            <ymin>39</ymin>
-            <xmax>1618</xmax>
-            <ymax>364</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1625</xmin>
-            <ymin>1430</ymin>
-            <xmax>1688</xmax>
-            <ymax>1567</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>650</xmin>
-            <ymin>1403</ymin>
-            <xmax>728</xmax>
-            <ymax>1512</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1042</xmin>
-            <ymin>858</ymin>
-            <xmax>1332</xmax>
-            <ymax>1054</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>959</xmin>
-            <ymin>122</ymin>
-            <xmax>1363</xmax>
-            <ymax>337</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1101</xmin>
-            <ymin>2868</ymin>
-            <xmax>1332</xmax>
-            <ymax>3071</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1077</xmin>
-            <ymin>2131</ymin>
-            <xmax>1367</xmax>
-            <ymax>2370</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1171</xmin>
-            <ymin>1732</ymin>
-            <xmax>1245</xmax>
-            <ymax>2025</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1198</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1422</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1191</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1159</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>956</xmin>
-            <ymin>2002</ymin>
-            <xmax>1524</xmax>
-            <ymax>2480</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0035.xml b/train/annotations/1212_0035.xml
deleted file mode 100644
index e339e9f2750a5e903d0599272faaad16023bf045..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0035.xml
+++ /dev/null
@@ -1,268 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0035.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2616</width>
-        <height>3062</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>331</xmin>
-            <ymin>1607</ymin>
-            <xmax>620</xmax>
-            <ymax>2057</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>497</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1030</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>480</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1413</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1233</xmin>
-            <ymin>1555</ymin>
-            <xmax>1535</xmax>
-            <ymax>2049</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1424</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1034</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1377</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1443</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2164</xmin>
-            <ymin>1551</ymin>
-            <xmax>2440</xmax>
-            <ymax>2147</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2300</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>996</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2330</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1404</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1148</xmin>
-            <ymin>1998</ymin>
-            <xmax>1760</xmax>
-            <ymax>2614</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>187</xmin>
-            <ymin>1985</ymin>
-            <xmax>871</xmax>
-            <ymax>2648</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2100</xmin>
-            <ymin>2045</ymin>
-            <xmax>2606</xmax>
-            <ymax>2602</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>935</xmin>
-            <ymin>305</ymin>
-            <xmax>1573</xmax>
-            <ymax>913</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>161</xmin>
-            <ymin>1126</ymin>
-            <xmax>2436</xmax>
-            <ymax>1598</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>948</xmin>
-            <ymin>1258</ymin>
-            <xmax>1471</xmax>
-            <ymax>1500</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1152</xmin>
-            <ymin>539</ymin>
-            <xmax>1360</xmax>
-            <ymax>781</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>331</xmin>
-            <ymin>2193</ymin>
-            <xmax>599</xmax>
-            <ymax>2474</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1305</xmin>
-            <ymin>2219</ymin>
-            <xmax>1522</xmax>
-            <ymax>2457</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2164</xmin>
-            <ymin>2215</ymin>
-            <xmax>2377</xmax>
-            <ymax>2449</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1178</xmin>
-            <ymin>913</ymin>
-            <xmax>1297</xmax>
-            <ymax>1173</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1241</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2123</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1229</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1906</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0036.xml b/train/annotations/1212_0036.xml
deleted file mode 100644
index 5bb2ae13803f52171d6c9e4097961676a8980838..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0036.xml
+++ /dev/null
@@ -1,356 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0036.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>1250</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1098</xmin>
-            <ymin>338</ymin>
-            <xmax>1331</xmax>
-            <ymax>445</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1125</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>856</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1298</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>884</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1711</xmin>
-            <ymin>316</ymin>
-            <xmax>1926</xmax>
-            <ymax>416</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1721</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>886</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1907</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>915</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2064</xmin>
-            <ymin>553</ymin>
-            <xmax>2249</xmax>
-            <ymax>802</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2153</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>683</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2171</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>457</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>469</xmin>
-            <ymin>370</ymin>
-            <xmax>693</xmax>
-            <ymax>476</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>466</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>831</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>694</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>837</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>211</xmin>
-            <ymin>246</ymin>
-            <xmax>504</xmax>
-            <ymax>592</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1388</xmin>
-            <ymin>205</ymin>
-            <xmax>1707</xmax>
-            <ymax>549</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>746</xmin>
-            <ymin>229</ymin>
-            <xmax>1070</xmax>
-            <ymax>571</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1459</xmin>
-            <ymin>278</ymin>
-            <xmax>1634</xmax>
-            <ymax>494</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1960</xmin>
-            <ymin>789</ymin>
-            <xmax>2436</xmax>
-            <ymax>1176</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2061</xmin>
-            <ymin>276</ymin>
-            <xmax>2220</xmax>
-            <ymax>427</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2139</xmin>
-            <ymin>919</ymin>
-            <xmax>2265</xmax>
-            <ymax>1088</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>286</xmin>
-            <ymin>356</ymin>
-            <xmax>445</xmax>
-            <ymax>496</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>877</xmin>
-            <ymin>319</ymin>
-            <xmax>1019</xmax>
-            <ymax>465</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1298</x>
-            <y>366</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1907</x>
-            <y>335</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2171</x>
-            <y>793</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>694</x>
-            <y>413</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1125</x>
-            <y>394</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1721</x>
-            <y>364</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2153</x>
-            <y>567</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>466</x>
-            <y>419</y>
-        </point>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1949</xmin>
-            <ymin>205</ymin>
-            <xmax>2367</xmax>
-            <ymax>535</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0038.xml b/train/annotations/1212_0038.xml
deleted file mode 100644
index ffb11acf595d5cd400420dc9d64c5a5e68928585..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0038.xml
+++ /dev/null
@@ -1,672 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0038.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>1936</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>419</xmin>
-            <ymin>575</ymin>
-            <xmax>857</xmax>
-            <ymax>964</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>831</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1052</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>452</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1307</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>634</xmin>
-            <ymin>828</ymin>
-            <xmax>868</xmax>
-            <ymax>954</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>838</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1061</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>665</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1049</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>501</xmin>
-            <ymin>842</ymin>
-            <xmax>878</xmax>
-            <ymax>1228</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>847</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1054</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>529</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>764</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1213</xmin>
-            <ymin>739</ymin>
-            <xmax>1543</xmax>
-            <ymax>894</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1245</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1094</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1517</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1127</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>918</xmin>
-            <ymin>465</ymin>
-            <xmax>1060</xmax>
-            <ymax>758</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>988</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1450</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>983</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1206</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1826</xmin>
-            <ymin>922</ymin>
-            <xmax>2488</xmax>
-            <ymax>1249</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2460</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>724</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1859</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>991</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2565</xmin>
-            <ymin>861</ymin>
-            <xmax>2696</xmax>
-            <ymax>1090</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2624</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1059</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2626</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>881</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1842</xmin>
-            <ymin>1341</ymin>
-            <xmax>2704</xmax>
-            <ymax>1584</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2666</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>565</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1905</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>432</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>454</xmin>
-            <ymin>322</ymin>
-            <xmax>761</xmax>
-            <ymax>439</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>471</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1550</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>721</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1567</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1325</xmin>
-            <ymin>1420</ymin>
-            <xmax>1601</xmax>
-            <ymax>1558</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1559</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>455</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1379</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>446</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>932</xmin>
-            <ymin>954</ymin>
-            <xmax>1081</xmax>
-            <ymax>1432</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>997</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>963</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1018</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>537</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1573</xmin>
-            <ymin>1341</ymin>
-            <xmax>1873</xmax>
-            <ymax>1682</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>840</xmin>
-            <ymin>739</ymin>
-            <xmax>1252</xmax>
-            <ymax>999</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>751</xmin>
-            <ymin>145</ymin>
-            <xmax>1191</xmax>
-            <ymax>507</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2460</xmin>
-            <ymin>629</ymin>
-            <xmax>2804</xmax>
-            <ymax>901</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>96</xmin>
-            <ymin>215</ymin>
-            <xmax>496</xmax>
-            <ymax>514</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1524</xmin>
-            <ymin>617</ymin>
-            <xmax>2175</xmax>
-            <ymax>950</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>836</xmin>
-            <ymin>1376</ymin>
-            <xmax>1348</xmax>
-            <ymax>1664</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>91</xmin>
-            <ymin>524</ymin>
-            <xmax>431</xmax>
-            <ymax>741</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>110</xmin>
-            <ymin>1048</ymin>
-            <xmax>559</xmax>
-            <ymax>1301</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>138</xmin>
-            <ymin>777</ymin>
-            <xmax>646</xmax>
-            <ymax>1013</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>880</xmin>
-            <ymin>795</ymin>
-            <xmax>1152</xmax>
-            <ymax>947</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>803</xmin>
-            <ymin>229</ymin>
-            <xmax>1128</xmax>
-            <ymax>414</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2554</xmin>
-            <ymin>695</ymin>
-            <xmax>2675</xmax>
-            <ymax>819</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2563</xmin>
-            <ymin>1174</ymin>
-            <xmax>2673</xmax>
-            <ymax>1280</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>134</xmin>
-            <ymin>290</ymin>
-            <xmax>400</xmax>
-            <ymax>451</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1627</xmin>
-            <ymin>732</ymin>
-            <xmax>2067</xmax>
-            <ymax>896</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1646</xmin>
-            <ymin>1439</ymin>
-            <xmax>1749</xmax>
-            <ymax>1598</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>922</xmin>
-            <ymin>1455</ymin>
-            <xmax>1149</xmax>
-            <ymax>1600</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>183</xmin>
-            <ymin>561</ymin>
-            <xmax>283</xmax>
-            <ymax>683</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>281</xmin>
-            <ymin>835</ymin>
-            <xmax>454</xmax>
-            <ymax>966</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>293</xmin>
-            <ymin>1107</ymin>
-            <xmax>424</xmax>
-            <ymax>1242</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2109</xmin>
-            <ymin>702</ymin>
-            <xmax>2519</xmax>
-            <ymax>805</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2142</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1183</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2479</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1183</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2420</xmin>
-            <ymin>1062</ymin>
-            <xmax>2842</xmax>
-            <ymax>1387</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0039.xml b/train/annotations/1212_0039.xml
deleted file mode 100644
index b3da3e91b39426f48f22e31ae02dda4152fb4ac9..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0039.xml
+++ /dev/null
@@ -1,210 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0039.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2680</width>
-        <height>2837</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>744</xmin>
-            <ymin>1118</ymin>
-            <xmax>1406</xmax>
-            <ymax>1500</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>807</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1538</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1351</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1520</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>713</xmin>
-            <ymin>559</ymin>
-            <xmax>2175</xmax>
-            <ymax>1091</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1473</xmin>
-            <ymin>2087</ymin>
-            <xmax>1993</xmax>
-            <ymax>2395</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2202</xmin>
-            <ymin>1047</ymin>
-            <xmax>2600</xmax>
-            <ymax>2332</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>512</xmin>
-            <ymin>2131</ymin>
-            <xmax>1079</xmax>
-            <ymax>2379</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>248</xmin>
-            <ymin>1043</ymin>
-            <xmax>618</xmax>
-            <ymax>2296</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>571</xmin>
-            <ymin>1626</ymin>
-            <xmax>1095</xmax>
-            <ymax>1934</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1422</xmin>
-            <ymin>1607</ymin>
-            <xmax>2115</xmax>
-            <ymax>1926</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1170</xmin>
-            <ymin>830</ymin>
-            <xmax>1647</xmax>
-            <ymax>1024</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1528</xmin>
-            <ymin>1173</ymin>
-            <xmax>2037</xmax>
-            <ymax>1378</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2265</xmin>
-            <ymin>1185</ymin>
-            <xmax>2509</xmax>
-            <ymax>2174</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1351</x>
-            <y>1327</y>
-        </point>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1442</xmin>
-            <ymin>1126</ymin>
-            <xmax>2100</xmax>
-            <ymax>1422</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>807</x>
-            <y>1299</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0040.xml b/train/annotations/1212_0040.xml
deleted file mode 100644
index 4d81aaffed55218eaa0729c7e513d6ab1702c588..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0040.xml
+++ /dev/null
@@ -1,183 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0040.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>4000</width>
-        <height>3000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2587</xmin>
-            <ymin>492</ymin>
-            <xmax>3204</xmax>
-            <ymax>1112</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1664</xmin>
-            <ymin>449</ymin>
-            <xmax>2280</xmax>
-            <ymax>1062</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>774</xmin>
-            <ymin>462</ymin>
-            <xmax>1384</xmax>
-            <ymax>1049</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1387</xmin>
-            <ymin>1062</ymin>
-            <xmax>2517</xmax>
-            <ymax>1499</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1437</xmin>
-            <ymin>2092</ymin>
-            <xmax>2244</xmax>
-            <ymax>2525</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2504</xmin>
-            <ymin>2059</ymin>
-            <xmax>3304</xmax>
-            <ymax>2569</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>627</xmin>
-            <ymin>2049</ymin>
-            <xmax>1214</xmax>
-            <ymax>2502</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>triangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1210</xmin>
-            <ymin>1449</ymin>
-            <xmax>2664</xmax>
-            <ymax>2022</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2810</xmin>
-            <ymin>682</ymin>
-            <xmax>2960</xmax>
-            <ymax>905</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1870</xmin>
-            <ymin>685</ymin>
-            <xmax>2017</xmax>
-            <ymax>885</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1014</xmin>
-            <ymin>625</ymin>
-            <xmax>1157</xmax>
-            <ymax>829</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1704</xmin>
-            <ymin>1572</ymin>
-            <xmax>1944</xmax>
-            <ymax>1799</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1750</xmin>
-            <ymin>1149</ymin>
-            <xmax>1924</xmax>
-            <ymax>1415</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0046.xml b/train/annotations/1212_0046.xml
deleted file mode 100644
index 0e7ccf7be5049be9a71780c94bce39593190c85b..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0046.xml
+++ /dev/null
@@ -1,579 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0046.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2986</width>
-        <height>2507</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1718</xmin>
-            <ymin>466</ymin>
-            <xmax>1976</xmax>
-            <ymax>797</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1732</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1992</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1910</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1742</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2161</xmin>
-            <ymin>857</ymin>
-            <xmax>2438</xmax>
-            <ymax>1026</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2182</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1568</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2418</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1586</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1563</xmin>
-            <ymin>1100</ymin>
-            <xmax>1967</xmax>
-            <ymax>1315</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1932</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1397</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1584</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1223</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1663</xmin>
-            <ymin>1706</ymin>
-            <xmax>2029</xmax>
-            <ymax>1866</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1706</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>743</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1986</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>758</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1357</xmin>
-            <ymin>1361</ymin>
-            <xmax>1451</xmax>
-            <ymax>1611</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1406</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1122</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1410</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>923</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>678</xmin>
-            <ymin>1611</ymin>
-            <xmax>1229</xmax>
-            <ymax>1869</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1194</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>701</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>717</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>875</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>879</xmin>
-            <ymin>274</ymin>
-            <xmax>1259</xmax>
-            <ymax>748</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>96</xmin>
-            <ymin>302</ymin>
-            <xmax>562</xmax>
-            <ymax>710</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>123</xmin>
-            <ymin>1082</ymin>
-            <xmax>548</xmax>
-            <ymax>1427</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>695</xmin>
-            <ymin>939</ymin>
-            <xmax>1102</xmax>
-            <ymax>1364</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1304</xmin>
-            <ymin>372</ymin>
-            <xmax>1725</xmax>
-            <ymax>633</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2443</xmin>
-            <ymin>769</ymin>
-            <xmax>2854</xmax>
-            <ymax>1072</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2035</xmin>
-            <ymin>1605</ymin>
-            <xmax>2474</xmax>
-            <ymax>1904</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1106</xmin>
-            <ymin>1145</ymin>
-            <xmax>1590</xmax>
-            <ymax>1420</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>399</xmin>
-            <ymin>1423</ymin>
-            <xmax>897</xmax>
-            <ymax>1657</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>984</xmin>
-            <ymin>428</ymin>
-            <xmax>1113</xmax>
-            <ymax>571</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1409</xmin>
-            <ymin>452</ymin>
-            <xmax>1565</xmax>
-            <ymax>539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2115</xmin>
-            <ymin>1705</ymin>
-            <xmax>2370</xmax>
-            <ymax>1806</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1840</xmin>
-            <ymin>856</ymin>
-            <xmax>2004</xmax>
-            <ymax>1023</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2502</xmin>
-            <ymin>828</ymin>
-            <xmax>2753</xmax>
-            <ymax>1009</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>211</xmin>
-            <ymin>379</ymin>
-            <xmax>423</xmax>
-            <ymax>610</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1259</xmin>
-            <ymin>1211</ymin>
-            <xmax>1391</xmax>
-            <ymax>1357</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>241</xmin>
-            <ymin>1138</ymin>
-            <xmax>430</xmax>
-            <ymax>1333</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>841</xmin>
-            <ymin>1012</ymin>
-            <xmax>984</xmax>
-            <ymax>1201</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1301</xmin>
-            <ymin>1705</ymin>
-            <xmax>1534</xmax>
-            <ymax>1876</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>576</xmin>
-            <ymin>1500</ymin>
-            <xmax>740</xmax>
-            <ymax>1594</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>536</xmin>
-            <ymin>438</ymin>
-            <xmax>884</xmax>
-            <ymax>535</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>574</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2017</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>877</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2017</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>431</xmin>
-            <ymin>636</ymin>
-            <xmax>783</xmax>
-            <ymax>1019</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>470</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1822</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>762</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1536</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>212</xmin>
-            <ymin>696</ymin>
-            <xmax>337</xmax>
-            <ymax>1093</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>299</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1787</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>289</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1425</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1718</xmin>
-            <ymin>769</ymin>
-            <xmax>2171</xmax>
-            <ymax>1131</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1196</xmin>
-            <ymin>1594</ymin>
-            <xmax>1684</xmax>
-            <ymax>2001</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0047.xml b/train/annotations/1212_0047.xml
deleted file mode 100644
index 0ce3ce8edfdb713d5ca6246c203a96eaa4789b3c..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0047.xml
+++ /dev/null
@@ -1,118 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0047.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3018</width>
-        <height>2650</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>36</xmin>
-            <ymin>761</ymin>
-            <xmax>1464</xmax>
-            <ymax>2046</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>287</xmin>
-            <ymin>301</ymin>
-            <xmax>1207</xmax>
-            <ymax>739</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>235</xmin>
-            <ymin>1972</ymin>
-            <xmax>1601</xmax>
-            <ymax>2498</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1372</xmin>
-            <ymin>864</ymin>
-            <xmax>2046</xmax>
-            <ymax>1828</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>320</xmin>
-            <ymin>1240</ymin>
-            <xmax>982</xmax>
-            <ymax>1497</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1545</xmin>
-            <ymin>1100</ymin>
-            <xmax>1785</xmax>
-            <ymax>1670</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>570</xmin>
-            <ymin>452</ymin>
-            <xmax>1071</xmax>
-            <ymax>632</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>592</xmin>
-            <ymin>2082</ymin>
-            <xmax>1177</xmax>
-            <ymax>2329</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0051.xml b/train/annotations/1212_0051.xml
deleted file mode 100644
index 0a7ba5d55285ef17edf9d50f97d3681a805218f3..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0051.xml
+++ /dev/null
@@ -1,519 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0051.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1396</width>
-        <height>3168</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>805</xmin>
-            <ymin>2175</ymin>
-            <xmax>1157</xmax>
-            <ymax>2327</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>813</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>927</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1142</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>911</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>571</xmin>
-            <ymin>2398</ymin>
-            <xmax>688</xmax>
-            <ymax>2734</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>614</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>770</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>641</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>446</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>289</xmin>
-            <ymin>610</ymin>
-            <xmax>579</xmax>
-            <ymax>739</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>543</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2503</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>309</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2511</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>669</xmin>
-            <ymin>329</ymin>
-            <xmax>747</xmax>
-            <ymax>532</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>700</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2812</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>712</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2656</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>841</xmin>
-            <ymin>622</ymin>
-            <xmax>1107</xmax>
-            <ymax>798</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>864</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2460</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1095</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2436</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>794</xmin>
-            <ymin>818</ymin>
-            <xmax>1126</xmax>
-            <ymax>1201</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1107</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2331</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>802</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2022</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>129</xmin>
-            <ymin>814</ymin>
-            <xmax>496</xmax>
-            <ymax>1232</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>148</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2350</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>477</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2002</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>586</xmin>
-            <ymin>1334</ymin>
-            <xmax>688</xmax>
-            <ymax>1553</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>629</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1822</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>661</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1639</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>583</xmin>
-            <ymin>1819</ymin>
-            <xmax>676</xmax>
-            <ymax>2077</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>626</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1337</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>637</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1111</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>242</xmin>
-            <ymin>2151</ymin>
-            <xmax>473</xmax>
-            <ymax>2292</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>461</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>954</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>258</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>954</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>614</xmin>
-            <ymin>51</ymin>
-            <xmax>802</xmax>
-            <ymax>356</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>508</xmin>
-            <ymin>1001</ymin>
-            <xmax>813</xmax>
-            <ymax>1357</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>457</xmin>
-            <ymin>2081</ymin>
-            <xmax>817</xmax>
-            <ymax>2394</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>516</xmin>
-            <ymin>2754</ymin>
-            <xmax>751</xmax>
-            <ymax>3039</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1150</xmin>
-            <ymin>2140</ymin>
-            <xmax>1306</xmax>
-            <ymax>2405</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>109</xmin>
-            <ymin>481</ymin>
-            <xmax>293</xmax>
-            <ymax>818</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1075</xmin>
-            <ymin>552</ymin>
-            <xmax>1232</xmax>
-            <ymax>849</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>559</xmin>
-            <ymin>1572</ymin>
-            <xmax>712</xmax>
-            <ymax>1834</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>74</xmin>
-            <ymin>2073</ymin>
-            <xmax>262</xmax>
-            <ymax>2417</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>654</xmin>
-            <ymin>149</ymin>
-            <xmax>734</xmax>
-            <ymax>204</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>693</xmin>
-            <ymin>679</ymin>
-            <xmax>767</xmax>
-            <ymax>718</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>165</xmin>
-            <ymin>622</ymin>
-            <xmax>233</xmax>
-            <ymax>666</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1141</xmin>
-            <ymin>668</ymin>
-            <xmax>1185</xmax>
-            <ymax>737</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>635</xmin>
-            <ymin>1169</ymin>
-            <xmax>715</xmax>
-            <ymax>1218</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>571</xmin>
-            <ymin>512</ymin>
-            <xmax>880</xmax>
-            <ymax>904</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0053.xml b/train/annotations/1212_0053.xml
deleted file mode 100644
index 5052d5c74de01f165d6d0819252787211290d87e..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0053.xml
+++ /dev/null
@@ -1,447 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0053.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2767</width>
-        <height>2148</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1229</xmin>
-            <ymin>548</ymin>
-            <xmax>1655</xmax>
-            <ymax>745</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1288</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1489</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1616</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1510</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1235</xmin>
-            <ymin>1203</ymin>
-            <xmax>1589</xmax>
-            <ymax>1731</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1312</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>902</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1506</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>499</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1927</xmin>
-            <ymin>695</ymin>
-            <xmax>2210</xmax>
-            <ymax>1246</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2055</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1409</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2085</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>976</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>104</xmin>
-            <ymin>354</ymin>
-            <xmax>452</xmax>
-            <ymax>1390</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>384</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>770</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>441</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1731</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1888</xmin>
-            <ymin>1121</ymin>
-            <xmax>2407</xmax>
-            <ymax>1649</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1669</xmin>
-            <ymin>447</ymin>
-            <xmax>2168</xmax>
-            <ymax>733</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1321</xmin>
-            <ymin>1700</ymin>
-            <xmax>1882</xmax>
-            <ymax>1965</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>874</xmin>
-            <ymin>596</ymin>
-            <xmax>1181</xmax>
-            <ymax>1029</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>474</xmin>
-            <ymin>617</ymin>
-            <xmax>793</xmax>
-            <ymax>993</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>452</xmin>
-            <ymin>301</ymin>
-            <xmax>1232</xmax>
-            <ymax>477</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>355</xmin>
-            <ymin>516</ymin>
-            <xmax>1333</xmax>
-            <ymax>1652</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>483</xmin>
-            <ymin>1103</ymin>
-            <xmax>814</xmax>
-            <ymax>1539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>924</xmin>
-            <ymin>1079</ymin>
-            <xmax>1220</xmax>
-            <ymax>1530</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1724</xmin>
-            <ymin>510</ymin>
-            <xmax>2022</xmax>
-            <ymax>671</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2025</xmin>
-            <ymin>1246</ymin>
-            <xmax>2312</xmax>
-            <ymax>1425</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1424</xmin>
-            <ymin>1740</ymin>
-            <xmax>1814</xmax>
-            <ymax>1915</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>537</xmin>
-            <ymin>835</ymin>
-            <xmax>692</xmax>
-            <ymax>987</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>959</xmin>
-            <ymin>844</ymin>
-            <xmax>1094</xmax>
-            <ymax>972</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>632</xmin>
-            <ymin>319</ymin>
-            <xmax>959</xmax>
-            <ymax>477</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1001</xmin>
-            <ymin>1315</ymin>
-            <xmax>1127</xmax>
-            <ymax>1425</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>572</xmin>
-            <ymin>1261</ymin>
-            <xmax>718</xmax>
-            <ymax>1387</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2085</x>
-            <y>1172</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1615</x>
-            <y>638</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1506</x>
-            <y>1649</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>441</x>
-            <y>417</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2055</x>
-            <y>739</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1288</x>
-            <y>659</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1312</x>
-            <y>1246</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>384</x>
-            <y>1378</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0054.xml b/train/annotations/1212_0054.xml
deleted file mode 100644
index fe2a0d4f9e38948e4d0f9b2f209f934599151a84..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0054.xml
+++ /dev/null
@@ -1,299 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0054.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1760</width>
-        <height>1630</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1061</xmin>
-            <ymin>1032</ymin>
-            <xmax>1580</xmax>
-            <ymax>1469</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1091</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>206</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1494</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>591</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>830</xmin>
-            <ymin>285</ymin>
-            <xmax>973</xmax>
-            <ymax>604</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>903</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1046</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>937</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1325</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>998</xmin>
-            <ymin>251</ymin>
-            <xmax>1537</xmax>
-            <ymax>654</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1070</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1334</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1451</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>990</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>486</xmin>
-            <ymin>704</ymin>
-            <xmax>704</xmax>
-            <ymax>821</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>505</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>852</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>690</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>883</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>824</xmin>
-            <ymin>921</ymin>
-            <xmax>953</xmax>
-            <ymax>1256</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>876</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>668</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>894</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>390</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1272</xmin>
-            <ymin>649</ymin>
-            <xmax>1691</xmax>
-            <ymax>1016</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>708</xmin>
-            <ymin>108</ymin>
-            <xmax>1084</xmax>
-            <ymax>344</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>681</xmin>
-            <ymin>1267</ymin>
-            <xmax>1068</xmax>
-            <ymax>1489</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1437</xmin>
-            <ymin>749</ymin>
-            <xmax>1566</xmax>
-            <ymax>923</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>824</xmin>
-            <ymin>167</ymin>
-            <xmax>948</xmax>
-            <ymax>260</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>844</xmin>
-            <ymin>643</ymin>
-            <xmax>964</xmax>
-            <ymax>860</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>237</xmin>
-            <ymin>711</ymin>
-            <xmax>337</xmax>
-            <ymax>853</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>803</xmin>
-            <ymin>1329</ymin>
-            <xmax>946</xmax>
-            <ymax>1433</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>119</xmin>
-            <ymin>649</ymin>
-            <xmax>509</xmax>
-            <ymax>914</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>688</xmin>
-            <ymin>557</ymin>
-            <xmax>1179</xmax>
-            <ymax>951</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0057.xml b/train/annotations/1212_0057.xml
deleted file mode 100644
index aab14c49e1c894306267525692955239c304a7ff..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0057.xml
+++ /dev/null
@@ -1,356 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0057.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>3126</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1085</xmin>
-            <ymin>837</ymin>
-            <xmax>1610</xmax>
-            <ymax>1002</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1128</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2207</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1554</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2198</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>581</xmin>
-            <ymin>1041</ymin>
-            <xmax>824</xmax>
-            <ymax>1388</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>790</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2081</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>586</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1759</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>877</xmin>
-            <ymin>1011</ymin>
-            <xmax>1176</xmax>
-            <ymax>1393</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>937</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2089</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1063</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1803</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1081</xmin>
-            <ymin>2287</ymin>
-            <xmax>1719</xmax>
-            <ymax>2487</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1098</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>783</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1688</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>739</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1011</xmin>
-            <ymin>1362</ymin>
-            <xmax>1384</xmax>
-            <ymax>1675</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>594</xmin>
-            <ymin>698</ymin>
-            <xmax>1163</xmax>
-            <ymax>1076</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1671</xmin>
-            <ymin>2191</ymin>
-            <xmax>2331</xmax>
-            <ymax>2665</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>438</xmin>
-            <ymin>1371</ymin>
-            <xmax>785</xmax>
-            <ymax>1662</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1063</xmin>
-            <ymin>1440</ymin>
-            <xmax>1324</xmax>
-            <ymax>1627</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1788</xmin>
-            <ymin>863</ymin>
-            <xmax>2079</xmax>
-            <ymax>1050</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>655</xmin>
-            <ymin>780</ymin>
-            <xmax>1063</xmax>
-            <ymax>1019</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1823</xmin>
-            <ymin>2326</ymin>
-            <xmax>2101</xmax>
-            <ymax>2539</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>868</xmin>
-            <ymin>2161</ymin>
-            <xmax>994</xmax>
-            <ymax>2474</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>490</xmin>
-            <ymin>1453</ymin>
-            <xmax>712</xmax>
-            <ymax>1605</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1558</xmin>
-            <ymin>720</ymin>
-            <xmax>2314</xmax>
-            <ymax>1176</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>long_oval</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>781</xmin>
-            <ymin>2048</ymin>
-            <xmax>1115</xmax>
-            <ymax>2634</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1020</xmin>
-            <ymin>1614</ymin>
-            <xmax>1272</xmax>
-            <ymax>2087</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1228</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1469</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1068</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1086</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>538</xmin>
-            <ymin>1597</ymin>
-            <xmax>894</xmax>
-            <ymax>2113</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>586</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1503</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>798</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1091</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0058.xml b/train/annotations/1212_0058.xml
deleted file mode 100644
index ee0a56d8a99116503e55fa8196278d408baad1e0..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0058.xml
+++ /dev/null
@@ -1,408 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0058.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>2638</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1343</xmin>
-            <ymin>1412</ymin>
-            <xmax>1495</xmax>
-            <ymax>1951</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1431</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1197</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1428</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>728</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1694</xmin>
-            <ymin>1186</ymin>
-            <xmax>2064</xmax>
-            <ymax>1338</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1730</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1373</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1993</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1379</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1343</xmin>
-            <ymin>811</ymin>
-            <xmax>1513</xmax>
-            <ymax>1162</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1419</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1804</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1416</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1502</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>774</xmin>
-            <ymin>638</ymin>
-            <xmax>1140</xmax>
-            <ymax>770</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>815</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1930</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1126</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1936</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>841</xmin>
-            <ymin>1250</ymin>
-            <xmax>1264</xmax>
-            <ymax>1678</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1223</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1350</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>871</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1004</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>739</xmin>
-            <ymin>940</ymin>
-            <xmax>1287</xmax>
-            <ymax>1412</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1237</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1323</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>795</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1637</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2070</xmin>
-            <ymin>1051</ymin>
-            <xmax>2823</xmax>
-            <ymax>1423</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>340</xmin>
-            <ymin>837</ymin>
-            <xmax>765</xmax>
-            <ymax>1121</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1123</xmin>
-            <ymin>453</ymin>
-            <xmax>1683</xmax>
-            <ymax>863</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>340</xmin>
-            <ymin>506</ymin>
-            <xmax>827</xmax>
-            <ymax>840</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>408</xmin>
-            <ymin>1168</ymin>
-            <xmax>1017</xmax>
-            <ymax>1438</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1214</xmin>
-            <ymin>1154</ymin>
-            <xmax>1733</xmax>
-            <ymax>1444</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1249</xmin>
-            <ymin>1898</ymin>
-            <xmax>1818</xmax>
-            <ymax>2221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>355</xmin>
-            <ymin>1488</ymin>
-            <xmax>885</xmax>
-            <ymax>1778</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1302</xmin>
-            <ymin>1974</ymin>
-            <xmax>1753</xmax>
-            <ymax>2174</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2181</xmin>
-            <ymin>1171</ymin>
-            <xmax>2691</xmax>
-            <ymax>1330</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1299</xmin>
-            <ymin>1209</ymin>
-            <xmax>1592</xmax>
-            <ymax>1382</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>455</xmin>
-            <ymin>902</ymin>
-            <xmax>586</xmax>
-            <ymax>1051</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>399</xmin>
-            <ymin>579</ymin>
-            <xmax>718</xmax>
-            <ymax>756</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1208</xmin>
-            <ymin>538</ymin>
-            <xmax>1604</xmax>
-            <ymax>743</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>572</xmin>
-            <ymin>1567</ymin>
-            <xmax>730</xmax>
-            <ymax>1691</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>537</xmin>
-            <ymin>1242</ymin>
-            <xmax>771</xmax>
-            <ymax>1394</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0059.xml b/train/annotations/1212_0059.xml
deleted file mode 100644
index b71996410dea929b1b1648952f9a6abe2184d5f9..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0059.xml
+++ /dev/null
@@ -1,309 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0059.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>2596</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>793</xmin>
-            <ymin>524</ymin>
-            <xmax>964</xmax>
-            <ymax>838</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>874</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2035</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>868</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1792</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1137</xmin>
-            <ymin>339</ymin>
-            <xmax>2657</xmax>
-            <ymax>1963</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2614</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>673</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1194</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2179</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>514</xmin>
-            <ymin>838</ymin>
-            <xmax>1235</xmax>
-            <ymax>1207</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>557</xmin>
-            <ymin>132</ymin>
-            <xmax>1200</xmax>
-            <ymax>587</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2365</xmin>
-            <ymin>1914</ymin>
-            <xmax>2931</xmax>
-            <ymax>2315</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>447</xmin>
-            <ymin>1490</ymin>
-            <xmax>1232</xmax>
-            <ymax>1799</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>848</xmin>
-            <ymin>1164</ymin>
-            <xmax>943</xmax>
-            <ymax>1522</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>897</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1406</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>889</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1117</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>860</xmin>
-            <ymin>1706</ymin>
-            <xmax>964</xmax>
-            <ymax>1934</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>894</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>867</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>915</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>705</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1203</xmin>
-            <ymin>2093</ymin>
-            <xmax>1679</xmax>
-            <ymax>2211</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1235</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>434</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1627</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>460</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2022</xmin>
-            <ymin>2050</ymin>
-            <xmax>2420</xmax>
-            <ymax>2194</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2068</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>497</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2380</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>457</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>double_arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>107</xmin>
-            <ymin>463</ymin>
-            <xmax>845</xmax>
-            <ymax>2289</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>545</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>422</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>753</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1965</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>519</xmin>
-            <ymin>1903</ymin>
-            <xmax>1232</xmax>
-            <ymax>2439</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1618</xmin>
-            <ymin>1882</ymin>
-            <xmax>2071</xmax>
-            <ymax>2344</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0060.xml b/train/annotations/1212_0060.xml
deleted file mode 100644
index b7e9dab8091720c0dab37fd4780e794797bbab62..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0060.xml
+++ /dev/null
@@ -1,242 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0060.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>1852</width>
-        <height>3154</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>700</xmin>
-            <ymin>573</ymin>
-            <xmax>862</xmax>
-            <ymax>1081</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>784</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2533</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>814</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2130</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>887</xmin>
-            <ymin>825</ymin>
-            <xmax>1678</xmax>
-            <ymax>2257</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1239</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>956</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>941</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2292</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>677</xmin>
-            <ymin>2423</ymin>
-            <xmax>908</xmax>
-            <ymax>2781</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>810</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>698</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>815</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>435</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>394</xmin>
-            <ymin>174</ymin>
-            <xmax>1103</xmax>
-            <ymax>634</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>337</xmin>
-            <ymin>1059</ymin>
-            <xmax>1191</xmax>
-            <ymax>1423</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>495</xmin>
-            <ymin>2719</ymin>
-            <xmax>1209</xmax>
-            <ymax>3092</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>530</xmin>
-            <ymin>288</ymin>
-            <xmax>889</xmax>
-            <ymax>542</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>455</xmin>
-            <ymin>1120</ymin>
-            <xmax>1064</xmax>
-            <ymax>1278</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>657</xmin>
-            <ymin>2794</ymin>
-            <xmax>959</xmax>
-            <ymax>2956</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>543</xmin>
-            <ymin>1966</ymin>
-            <xmax>985</xmax>
-            <ymax>2224</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>692</xmin>
-            <ymin>1348</ymin>
-            <xmax>880</xmax>
-            <ymax>1804</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>766</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1766</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>757</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1403</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>341</xmin>
-            <ymin>1756</ymin>
-            <xmax>1261</xmax>
-            <ymax>2465</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0061.xml b/train/annotations/1212_0061.xml
deleted file mode 100644
index 0a8f40de7c32ef4d273900ec75e6d94a6489578b..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0061.xml
+++ /dev/null
@@ -1,356 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0061.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2996</width>
-        <height>2098</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>576</xmin>
-            <ymin>1161</ymin>
-            <xmax>829</xmax>
-            <ymax>1585</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>597</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>890</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>763</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>558</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1016</xmin>
-            <ymin>1723</ymin>
-            <xmax>1381</xmax>
-            <ymax>1879</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1063</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>307</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1334</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>319</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1756</xmin>
-            <ymin>1711</ymin>
-            <xmax>2067</xmax>
-            <ymax>1856</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1786</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>289</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2032</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>310</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2074</xmin>
-            <ymin>1533</ymin>
-            <xmax>2537</xmax>
-            <ymax>2006</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1325</xmin>
-            <ymin>1556</ymin>
-            <xmax>1802</xmax>
-            <ymax>1987</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>208</xmin>
-            <ymin>1051</ymin>
-            <xmax>604</xmax>
-            <ymax>1327</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>866</xmin>
-            <ymin>786</ymin>
-            <xmax>1379</xmax>
-            <ymax>1084</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>220</xmin>
-            <ymin>480</ymin>
-            <xmax>641</xmax>
-            <ymax>765</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>906</xmin>
-            <ymin>206</ymin>
-            <xmax>1323</xmax>
-            <ymax>466</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>337</xmin>
-            <ymin>1109</ymin>
-            <xmax>457</xmax>
-            <ymax>1243</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1044</xmin>
-            <ymin>840</ymin>
-            <xmax>1145</xmax>
-            <ymax>971</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>393</xmin>
-            <ymin>555</ymin>
-            <xmax>515</xmax>
-            <ymax>676</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1056</xmin>
-            <ymin>283</ymin>
-            <xmax>1133</xmax>
-            <ymax>386</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2175</xmin>
-            <ymin>1692</ymin>
-            <xmax>2409</xmax>
-            <ymax>1849</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>571</xmin>
-            <ymin>908</ymin>
-            <xmax>892</xmax>
-            <ymax>1245</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>850</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1150</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>599</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>895</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>592</xmin>
-            <ymin>307</ymin>
-            <xmax>927</xmax>
-            <ymax>665</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>901</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1763</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>630</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1475</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>595</xmin>
-            <ymin>601</ymin>
-            <xmax>887</xmax>
-            <ymax>981</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>627</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1471</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>841</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1155</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>464</xmin>
-            <ymin>1563</ymin>
-            <xmax>1056</xmax>
-            <ymax>2050</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0062.xml b/train/annotations/1212_0062.xml
deleted file mode 100644
index 3afb1311d10fb72b4f26e55c8280fbb27c882d5f..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0062.xml
+++ /dev/null
@@ -1,356 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0062.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3996</width>
-        <height>1696</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>450</xmin>
-            <ymin>596</ymin>
-            <xmax>584</xmax>
-            <ymax>821</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>494</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1066</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>506</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>910</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>399</xmin>
-            <ymin>158</ymin>
-            <xmax>556</xmax>
-            <ymax>394</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>485</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1508</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>468</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1335</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2838</xmin>
-            <ymin>427</ymin>
-            <xmax>3194</xmax>
-            <ymax>580</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2866</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1197</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3153</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1219</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>743</xmin>
-            <ymin>408</ymin>
-            <xmax>1096</xmax>
-            <ymax>549</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>803</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1203</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1059</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1231</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1795</xmin>
-            <ymin>408</ymin>
-            <xmax>2179</xmax>
-            <ymax>561</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1855</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1225</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2126</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1225</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>443</xmin>
-            <ymin>1068</ymin>
-            <xmax>574</xmax>
-            <ymax>1333</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>484</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>604</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>506</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>410</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>159</xmin>
-            <ymin>824</ymin>
-            <xmax>753</xmax>
-            <ymax>1142</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>153</xmin>
-            <ymin>380</ymin>
-            <xmax>815</xmax>
-            <ymax>627</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2186</xmin>
-            <ymin>315</ymin>
-            <xmax>2882</xmax>
-            <ymax>702</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3203</xmin>
-            <ymin>318</ymin>
-            <xmax>3809</xmax>
-            <ymax>683</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1099</xmin>
-            <ymin>330</ymin>
-            <xmax>1823</xmax>
-            <ymax>668</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>194</xmin>
-            <ymin>1279</ymin>
-            <xmax>859</xmax>
-            <ymax>1604</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>263</xmin>
-            <ymin>871</ymin>
-            <xmax>690</xmax>
-            <ymax>1052</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>225</xmin>
-            <ymin>412</ymin>
-            <xmax>737</xmax>
-            <ymax>596</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2289</xmin>
-            <ymin>362</ymin>
-            <xmax>2651</xmax>
-            <ymax>583</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3281</xmin>
-            <ymin>387</ymin>
-            <xmax>3572</xmax>
-            <ymax>602</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1215</xmin>
-            <ymin>402</ymin>
-            <xmax>1527</xmax>
-            <ymax>596</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>278</xmin>
-            <ymin>1348</ymin>
-            <xmax>771</xmax>
-            <ymax>1535</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0063.xml b/train/annotations/1212_0063.xml
deleted file mode 100644
index 85d091cec27ea38a3cba43c4c3bf7a68ae0b57a5..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0063.xml
+++ /dev/null
@@ -1,400 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0063.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2964</width>
-        <height>3661</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2025</xmin>
-            <ymin>1130</ymin>
-            <xmax>2214</xmax>
-            <ymax>1455</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2097</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2495</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2092</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2242</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2260</xmin>
-            <ymin>890</ymin>
-            <xmax>2802</xmax>
-            <ymax>2617</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2436</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1089</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2273</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2676</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2151</xmin>
-            <ymin>2784</ymin>
-            <xmax>2359</xmax>
-            <ymax>3168</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2251</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>863</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2260</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>529</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1071</xmin>
-            <ymin>674</ymin>
-            <xmax>1193</xmax>
-            <ymax>900</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1121</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2947</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1125</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2807</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>212</xmin>
-            <ymin>1144</ymin>
-            <xmax>393</xmax>
-            <ymax>1537</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>285</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2490</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>271</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2174</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>755</xmin>
-            <ymin>1125</ymin>
-            <xmax>904</xmax>
-            <ymax>1980</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>786</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2522</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>836</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1708</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2074</xmin>
-            <ymin>3123</ymin>
-            <xmax>2513</xmax>
-            <ymax>3584</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2002</xmin>
-            <ymin>1451</ymin>
-            <xmax>2549</xmax>
-            <ymax>1754</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>99</xmin>
-            <ymin>836</ymin>
-            <xmax>2269</xmax>
-            <ymax>1175</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>624</xmin>
-            <ymin>380</ymin>
-            <xmax>1713</xmax>
-            <ymax>719</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>68</xmin>
-            <ymin>1523</ymin>
-            <xmax>605</xmax>
-            <ymax>1790</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>587</xmin>
-            <ymin>1948</ymin>
-            <xmax>1762</xmax>
-            <ymax>2246</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2237</xmin>
-            <ymin>1564</ymin>
-            <xmax>2327</xmax>
-            <ymax>1722</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2111</xmin>
-            <ymin>2490</ymin>
-            <xmax>2228</xmax>
-            <ymax>2644</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>958</xmin>
-            <ymin>958</ymin>
-            <xmax>1324</xmax>
-            <ymax>1112</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>795</xmin>
-            <ymin>497</ymin>
-            <xmax>1392</xmax>
-            <ymax>683</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>239</xmin>
-            <ymin>1614</ymin>
-            <xmax>339</xmax>
-            <ymax>1781</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1089</xmin>
-            <ymin>2038</ymin>
-            <xmax>1252</xmax>
-            <ymax>2147</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1735</xmin>
-            <ymin>2106</ymin>
-            <xmax>2147</xmax>
-            <ymax>2391</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1758</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1528</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2111</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1306</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1925</xmin>
-            <ymin>2346</ymin>
-            <xmax>2454</xmax>
-            <ymax>2807</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0064.xml b/train/annotations/1212_0064.xml
deleted file mode 100644
index 0c6587eec256d62ac06bf57361f39a07373d00e0..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0064.xml
+++ /dev/null
@@ -1,377 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0064.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>4000</width>
-        <height>3000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1895</xmin>
-            <ymin>420</ymin>
-            <xmax>2333</xmax>
-            <ymax>587</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1962</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2488</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2270</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2488</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2840</xmin>
-            <ymin>374</ymin>
-            <xmax>3308</xmax>
-            <ymax>1066</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2945</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1972</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2915</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2538</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>662</xmin>
-            <ymin>678</ymin>
-            <xmax>1604</xmax>
-            <ymax>949</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>683</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2101</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1587</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2134</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>929</xmin>
-            <ymin>412</ymin>
-            <xmax>1358</xmax>
-            <ymax>587</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>966</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2488</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1295</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2509</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>879</xmin>
-            <ymin>999</ymin>
-            <xmax>1407</xmax>
-            <ymax>1212</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1370</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1897</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>945</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1888</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>391</xmin>
-            <ymin>1470</ymin>
-            <xmax>904</xmax>
-            <ymax>2020</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2328</xmin>
-            <ymin>320</ymin>
-            <xmax>2915</xmax>
-            <ymax>641</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1404</xmin>
-            <ymin>870</ymin>
-            <xmax>2037</xmax>
-            <ymax>1145</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>387</xmin>
-            <ymin>353</ymin>
-            <xmax>979</xmax>
-            <ymax>687</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1316</xmin>
-            <ymin>337</ymin>
-            <xmax>1925</xmax>
-            <ymax>670</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2408</xmin>
-            <ymin>370</ymin>
-            <xmax>2845</xmax>
-            <ymax>578</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1375</xmin>
-            <ymin>399</ymin>
-            <xmax>1833</xmax>
-            <ymax>603</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1600</xmin>
-            <ymin>912</ymin>
-            <xmax>1791</xmax>
-            <ymax>1120</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2533</xmin>
-            <ymin>903</ymin>
-            <xmax>2733</xmax>
-            <ymax>1099</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>504</xmin>
-            <ymin>424</ymin>
-            <xmax>791</xmax>
-            <ymax>632</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>575</xmin>
-            <ymin>995</ymin>
-            <xmax>753</xmax>
-            <ymax>1182</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>520</xmin>
-            <ymin>1632</ymin>
-            <xmax>775</xmax>
-            <ymax>1816</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2033</xmin>
-            <ymin>891</ymin>
-            <xmax>2420</xmax>
-            <ymax>1053</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>600</xmin>
-            <ymin>1266</ymin>
-            <xmax>708</xmax>
-            <ymax>1582</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2425</xmin>
-            <ymin>812</ymin>
-            <xmax>2933</xmax>
-            <ymax>1207</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>450</xmin>
-            <ymin>891</ymin>
-            <xmax>920</xmax>
-            <ymax>1328</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0065.xml b/train/annotations/1212_0065.xml
deleted file mode 100644
index 4690fe28e5fdb1ccd9eb1dfa3b62bdd0b6567806..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0065.xml
+++ /dev/null
@@ -1,154 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0065.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2044</width>
-        <height>3844</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1179</xmin>
-            <ymin>1536</ymin>
-            <xmax>1474</xmax>
-            <ymax>2061</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1265</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2261</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1372</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1873</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1363</xmin>
-            <ymin>2885</ymin>
-            <xmax>1585</xmax>
-            <ymax>3240</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1436</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>907</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1500</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>698</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1013</xmin>
-            <ymin>2198</ymin>
-            <xmax>1799</xmax>
-            <ymax>2766</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>769</xmin>
-            <ymin>511</ymin>
-            <xmax>1730</xmax>
-            <ymax>1463</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1175</xmin>
-            <ymin>3257</ymin>
-            <xmax>1897</xmax>
-            <ymax>3646</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1308</xmin>
-            <ymin>2368</ymin>
-            <xmax>1534</xmax>
-            <ymax>2702</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1098</xmin>
-            <ymin>750</ymin>
-            <xmax>1423</xmax>
-            <ymax>1241</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1419</xmin>
-            <ymin>3325</ymin>
-            <xmax>1619</xmax>
-            <ymax>3556</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0067.xml b/train/annotations/1212_0067.xml
deleted file mode 100644
index 19cd7eef0b2f14af9d76552256199293f4e00305..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0067.xml
+++ /dev/null
@@ -1,286 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0067.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>878</xmin>
-            <ymin>880</ymin>
-            <xmax>1194</xmax>
-            <ymax>1108</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>935</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3004</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1147</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3042</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1563</xmin>
-            <ymin>1386</ymin>
-            <xmax>1910</xmax>
-            <ymax>1811</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1764</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2566</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1714</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2266</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1594</xmin>
-            <ymin>2499</ymin>
-            <xmax>1978</xmax>
-            <ymax>3089</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1813</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1448</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1803</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1004</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2114</xmin>
-            <ymin>122</ymin>
-            <xmax>2989</xmax>
-            <ymax>2434</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2239</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3741</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2289</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1728</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1338</xmin>
-            <ymin>611</ymin>
-            <xmax>2067</xmax>
-            <ymax>1509</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>72</xmin>
-            <ymin>611</ymin>
-            <xmax>823</xmax>
-            <ymax>1478</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1494</xmin>
-            <ymin>38</ymin>
-            <xmax>2241</xmax>
-            <ymax>473</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1454</xmin>
-            <ymin>2989</ymin>
-            <xmax>2245</xmax>
-            <ymax>3780</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1418</xmin>
-            <ymin>1776</ymin>
-            <xmax>2170</xmax>
-            <ymax>2558</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1485</xmin>
-            <ymin>785</ymin>
-            <xmax>1943</xmax>
-            <ymax>1207</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>205</xmin>
-            <ymin>856</ymin>
-            <xmax>569</xmax>
-            <ymax>1167</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1654</xmin>
-            <ymin>3162</ymin>
-            <xmax>2032</xmax>
-            <ymax>3505</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1614</xmin>
-            <ymin>2033</ymin>
-            <xmax>2058</xmax>
-            <ymax>2416</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>325</xmin>
-            <ymin>171</ymin>
-            <xmax>1550</xmax>
-            <ymax>683</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>363</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3373</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1494</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3786</value>
-            </property>
-        </properties>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0069.xml b/train/annotations/1212_0069.xml
deleted file mode 100644
index 35d9fe021e3eccb8f6914673cf1f8b4d44caf9d2..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0069.xml
+++ /dev/null
@@ -1,514 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0069.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1466</xmin>
-            <ymin>443</ymin>
-            <xmax>2700</xmax>
-            <ymax>2076</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1544</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2046</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1672</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3451</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1150</xmin>
-            <ymin>661</ymin>
-            <xmax>1416</xmax>
-            <ymax>1843</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1244</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3301</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1300</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2218</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1166</xmin>
-            <ymin>2215</ymin>
-            <xmax>1488</xmax>
-            <ymax>2699</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1327</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1690</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1361</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1368</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>circle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>988</xmin>
-            <ymin>2654</ymin>
-            <xmax>1655</xmax>
-            <ymax>3221</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>861</xmin>
-            <ymin>337</ymin>
-            <xmax>1688</xmax>
-            <ymax>711</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2022</xmin>
-            <ymin>965</ymin>
-            <xmax>2333</xmax>
-            <ymax>1432</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1705</xmin>
-            <ymin>927</ymin>
-            <xmax>1955</xmax>
-            <ymax>1410</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>911</xmin>
-            <ymin>927</ymin>
-            <xmax>1172</xmax>
-            <ymax>1399</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1388</xmin>
-            <ymin>932</ymin>
-            <xmax>1650</xmax>
-            <ymax>1399</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>350</xmin>
-            <ymin>987</ymin>
-            <xmax>605</xmax>
-            <ymax>1426</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>633</xmin>
-            <ymin>977</ymin>
-            <xmax>888</xmax>
-            <ymax>1404</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1122</xmin>
-            <ymin>387</ymin>
-            <xmax>1283</xmax>
-            <ymax>632</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1488</xmin>
-            <ymin>1087</ymin>
-            <xmax>1572</xmax>
-            <ymax>1260</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2088</xmin>
-            <ymin>1099</ymin>
-            <xmax>2211</xmax>
-            <ymax>1293</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1788</xmin>
-            <ymin>1054</ymin>
-            <xmax>1893</xmax>
-            <ymax>1299</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>966</xmin>
-            <ymin>1061</ymin>
-            <xmax>1094</xmax>
-            <ymax>1315</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>404</xmin>
-            <ymin>1115</ymin>
-            <xmax>561</xmax>
-            <ymax>1299</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>677</xmin>
-            <ymin>1087</ymin>
-            <xmax>811</xmax>
-            <ymax>1276</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1161</xmin>
-            <ymin>2760</ymin>
-            <xmax>1483</xmax>
-            <ymax>3026</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>944</xmin>
-            <ymin>677</ymin>
-            <xmax>1310</xmax>
-            <ymax>958</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1225</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3314</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>997</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3073</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1144</xmin>
-            <ymin>658</ymin>
-            <xmax>1563</xmax>
-            <ymax>955</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1216</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3326</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1519</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3083</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1132</xmin>
-            <ymin>667</ymin>
-            <xmax>1853</xmax>
-            <ymax>986</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1238</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3304</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1797</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3108</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1138</xmin>
-            <ymin>664</ymin>
-            <xmax>2122</xmax>
-            <ymax>1017</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1210</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3295</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2069</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3014</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>647</xmin>
-            <ymin>680</ymin>
-            <xmax>1307</xmax>
-            <ymax>1017</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1207</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3304</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>694</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3033</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>372</xmin>
-            <ymin>667</ymin>
-            <xmax>1360</xmax>
-            <ymax>1058</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1247</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>3298</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>419</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>3017</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1005</xmin>
-            <ymin>1765</ymin>
-            <xmax>1655</xmax>
-            <ymax>2304</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0070.xml b/train/annotations/1212_0070.xml
deleted file mode 100644
index cd088cc5894317ef832060e9bafd2734ac11e83f..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0070.xml
+++ /dev/null
@@ -1,216 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0070.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1269</xmin>
-            <ymin>1302</ymin>
-            <xmax>1394</xmax>
-            <ymax>1667</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1330</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2664</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1321</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2380</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>416</xmin>
-            <ymin>986</ymin>
-            <xmax>1069</xmax>
-            <ymax>2802</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>982</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1304</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>985</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2939</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1657</xmin>
-            <ymin>1717</ymin>
-            <xmax>2407</xmax>
-            <ymax>2696</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1700</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2220</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1875</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1354</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>983</xmin>
-            <ymin>860</ymin>
-            <xmax>1632</xmax>
-            <ymax>1385</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1170</xmin>
-            <ymin>1691</ymin>
-            <xmax>1561</xmax>
-            <ymax>1940</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1116</xmin>
-            <ymin>1002</ymin>
-            <xmax>1467</xmax>
-            <ymax>1238</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1156</xmin>
-            <ymin>2553</ymin>
-            <xmax>1649</xmax>
-            <ymax>2856</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>line</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1319</xmin>
-            <ymin>1939</ymin>
-            <xmax>1435</xmax>
-            <ymax>2336</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1369</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2036</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1350</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1717</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>trapezoid</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>961</xmin>
-            <ymin>1589</ymin>
-            <xmax>1770</xmax>
-            <ymax>2051</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>diamonds</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>965</xmin>
-            <ymin>2313</ymin>
-            <xmax>1889</xmax>
-            <ymax>3007</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0071.xml b/train/annotations/1212_0071.xml
deleted file mode 100644
index 5e0d7ecb1df07159e76994f10d9167ff0c52c685..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0071.xml
+++ /dev/null
@@ -1,40 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0071.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>2978</width>
-        <height>2891</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1199</xmin>
-            <ymin>150</ymin>
-            <xmax>1634</xmax>
-            <ymax>357</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1131</xmin>
-            <ymin>528</ymin>
-            <xmax>1663</xmax>
-            <ymax>728</ymax>
-        </bndbox>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0072.xml b/train/annotations/1212_0072.xml
deleted file mode 100644
index af4cb305700f031638f5e4086ea37112fcf37208..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0072.xml
+++ /dev/null
@@ -1,330 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0072.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>4000</width>
-        <height>3000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1970</xmin>
-            <ymin>816</ymin>
-            <xmax>2429</xmax>
-            <ymax>1095</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2016</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2018</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>2383</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2084</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2750</xmin>
-            <ymin>895</ymin>
-            <xmax>3087</xmax>
-            <ymax>1103</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2820</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2034</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>3004</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2026</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>62</xmin>
-            <ymin>916</ymin>
-            <xmax>466</xmax>
-            <ymax>1124</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>91</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1980</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>362</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2022</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>916</xmin>
-            <ymin>874</ymin>
-            <xmax>1429</xmax>
-            <ymax>1141</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>983</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>1988</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1366</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1988</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2329</xmin>
-            <ymin>612</ymin>
-            <xmax>2812</xmax>
-            <ymax>1324</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1433</xmin>
-            <ymin>657</ymin>
-            <xmax>1995</xmax>
-            <ymax>1345</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>458</xmin>
-            <ymin>682</ymin>
-            <xmax>945</xmax>
-            <ymax>1341</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2479</xmin>
-            <ymin>845</ymin>
-            <xmax>2720</xmax>
-            <ymax>1141</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3191</xmin>
-            <ymin>878</ymin>
-            <xmax>3720</xmax>
-            <ymax>1149</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1479</xmin>
-            <ymin>857</ymin>
-            <xmax>1904</xmax>
-            <ymax>1128</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>516</xmin>
-            <ymin>882</ymin>
-            <xmax>858</xmax>
-            <ymax>1157</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2383</x>
-            <y>916</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>3004</x>
-            <y>974</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1366</x>
-            <y>1012</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>362</x>
-            <y>978</y>
-        </point>
-    </object>
-    <object>
-        <name>parallelogram</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>3033</xmin>
-            <ymin>687</ymin>
-            <xmax>3787</xmax>
-            <ymax>1274</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2820</x>
-            <y>966</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2016</x>
-            <y>982</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>91</x>
-            <y>1020</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>983</x>
-            <y>1012</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/annotations/1212_0073.xml b/train/annotations/1212_0073.xml
deleted file mode 100644
index e2b7f9b26e0a9593bbadda5adf886210a8b70c66..0000000000000000000000000000000000000000
--- a/train/annotations/1212_0073.xml
+++ /dev/null
@@ -1,277 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" standalone="no"?>
-<annotation>
-    <folder>NA</folder>
-    <filename>1212_0073.jpg</filename>
-    <source>
-        <database>Unknown</database>
-    </source>
-    <size>
-        <width>3000</width>
-        <height>4000</height>
-        <depth>3</depth>
-    </size>
-    <segmented>0</segmented>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1577</xmin>
-            <ymin>1054</ymin>
-            <xmax>1977</xmax>
-            <ymax>1354</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1994</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2801</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1588</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>2829</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1216</xmin>
-            <ymin>1576</ymin>
-            <xmax>1683</xmax>
-            <ymax>2243</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>1305</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2407</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1522</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1851</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>arrow</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1922</xmin>
-            <ymin>1543</ymin>
-            <xmax>2350</xmax>
-            <ymax>2293</ymax>
-        </bndbox>
-        <properties>
-            <property>
-                <key>x_from</key>
-                <value>2261</value>
-            </property>
-            <property>
-                <key>y_from</key>
-                <value>2457</value>
-            </property>
-            <property>
-                <key>x_to</key>
-                <value>1988</value>
-            </property>
-            <property>
-                <key>y_to</key>
-                <value>1763</value>
-            </property>
-        </properties>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1944</xmin>
-            <ymin>782</ymin>
-            <xmax>2488</xmax>
-            <ymax>1637</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>hexagon</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>988</xmin>
-            <ymin>837</ymin>
-            <xmax>1594</xmax>
-            <ymax>1604</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>983</xmin>
-            <ymin>2110</ymin>
-            <xmax>1700</xmax>
-            <ymax>3232</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>rectangle</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1805</xmin>
-            <ymin>2226</ymin>
-            <xmax>2227</xmax>
-            <ymax>3154</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>2127</xmin>
-            <ymin>943</ymin>
-            <xmax>2322</xmax>
-            <ymax>1365</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1172</xmin>
-            <ymin>1004</ymin>
-            <xmax>1433</xmax>
-            <ymax>1471</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1138</xmin>
-            <ymin>2165</ymin>
-            <xmax>1594</xmax>
-            <ymax>2987</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>text</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <bndbox>
-            <xmin>1888</xmin>
-            <ymin>2371</ymin>
-            <xmax>2122</xmax>
-            <ymax>2871</ymax>
-        </bndbox>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1588</x>
-            <y>1171</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1522</x>
-            <y>2149</y>
-        </point>
-    </object>
-    <object>
-        <name>point_to</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1988</x>
-            <y>2237</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1994</x>
-            <y>1199</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>2261</x>
-            <y>1543</y>
-        </point>
-    </object>
-    <object>
-        <name>point_from</name>
-        <pose>Unspecified</pose>
-        <truncated>0</truncated>
-        <difficult>0</difficult>
-        <occluded>0</occluded>
-        <point>
-            <x>1305</x>
-            <y>1593</y>
-        </point>
-    </object>
-</annotation>
diff --git a/train/images/0109_0001.jpg b/train/images/0109_0001.jpg
deleted file mode 100644
index 08b691a3e290c06579e3197d7719af84f19b122f..0000000000000000000000000000000000000000
--- a/train/images/0109_0001.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eb4f1bf22881d7a68c4e841f23832caf01f191e9b46aec6706c8673a1c21fb5e
-size 292992
diff --git a/train/images/0109_0002.jpg b/train/images/0109_0002.jpg
deleted file mode 100644
index 3f502324c94323c7b5f304807e4c90ff32dc1836..0000000000000000000000000000000000000000
--- a/train/images/0109_0002.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:08ee0c43d404b2c779ed3c623b4b0c5b60761529597a64f638432df0cae79789
-size 257933
diff --git a/train/images/0116_0001.jpg b/train/images/0116_0001.jpg
deleted file mode 100644
index 7207fc3cce4146b7d8fe52a7b0c90f858beb5cde..0000000000000000000000000000000000000000
--- a/train/images/0116_0001.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:362f66e9e542b2437c4fdfddafd36a1af7beb75ab0013d2872425c25193487c4
-size 1497675
diff --git a/train/images/0116_0002.jpg b/train/images/0116_0002.jpg
deleted file mode 100644
index 93b203801101796e8d25ef86734dfde66fa32f90..0000000000000000000000000000000000000000
--- a/train/images/0116_0002.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0ce9968c3201e53177d9cda0eb925e2588bba299ebb7bfe580df4fbea92131c8
-size 1777918
diff --git a/train/images/0116_0010.jpg b/train/images/0116_0010.jpg
deleted file mode 100644
index 74ac526aa8ad73bff4e7db5d997eb034f23f5968..0000000000000000000000000000000000000000
--- a/train/images/0116_0010.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:236d0c9088a24db364a71bf72df77d108f19220a8ffec2e1c77121e81624369b
-size 1352979
diff --git a/train/images/0116_0011.jpg b/train/images/0116_0011.jpg
deleted file mode 100644
index 3cd4c372d1dd5adb9e69135494e3cb905b6addaf..0000000000000000000000000000000000000000
--- a/train/images/0116_0011.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a4fb14441ad4938a4794688203f8c09fbfbaa7a8877c3f8f573cc8b5befdd1fb
-size 1055194
diff --git a/train/images/0116_0012.jpg b/train/images/0116_0012.jpg
deleted file mode 100644
index 55525746c270e37da67c0a454f0f6859bf636d85..0000000000000000000000000000000000000000
--- a/train/images/0116_0012.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fc63e99fd3ecadd8edcd0154bc9bc202c19d5b42cce0db280a5589917f890cf2
-size 373078
diff --git a/train/images/0116_0013.jpg b/train/images/0116_0013.jpg
deleted file mode 100644
index 358b9f3ffd243a520ad24a89ad88d354d6528cec..0000000000000000000000000000000000000000
--- a/train/images/0116_0013.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:71009b064cfa8b08e6d7bd17f6ae6437d0499960d37408bca112fa7125aae3df
-size 1169983
diff --git a/train/images/0116_0015.jpg b/train/images/0116_0015.jpg
deleted file mode 100644
index a21eb40b7f12dc405849076dda32222895b30ef8..0000000000000000000000000000000000000000
--- a/train/images/0116_0015.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ca0944385310645c3871ac5246f3017b4990c5d9b8f80664bfffce4351aea9ad
-size 801930
diff --git a/train/images/0116_0016.jpg b/train/images/0116_0016.jpg
deleted file mode 100644
index 695ab6a7ac159f94ce11df46590cc4f0ddafae0b..0000000000000000000000000000000000000000
--- a/train/images/0116_0016.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:30b38a605b89ed08687c6442c869622bc38cb6724eb1d960176f7f7ac33732bd
-size 406613
diff --git a/train/images/0116_0017.jpg b/train/images/0116_0017.jpg
deleted file mode 100644
index d5e748b63ef2a532b622da80144231695a56a247..0000000000000000000000000000000000000000
--- a/train/images/0116_0017.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9c04fa9185a58fdba70b7ce276adae4359d0cf3d9b9265280925b8c2027a942b
-size 1048395
diff --git a/train/images/0116_0018.jpg b/train/images/0116_0018.jpg
deleted file mode 100644
index bd3b42f269835de14ffa97584c490db0453f3120..0000000000000000000000000000000000000000
--- a/train/images/0116_0018.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:974fa1a7ad9de548c21ca0f92e4a9107eb8fe0e82e8a34c25163f082f5d05036
-size 924700
diff --git a/train/images/0116_0019.jpg b/train/images/0116_0019.jpg
deleted file mode 100644
index dee8eac63f76b22618a005093d3f3696008b7b79..0000000000000000000000000000000000000000
--- a/train/images/0116_0019.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:870afa18371ba5be21436515c2eb869d41ac00b0c3669aec20b2fea737790312
-size 699569
diff --git a/train/images/0116_0020.jpg b/train/images/0116_0020.jpg
deleted file mode 100644
index 5aa56fd0ea0d0c92bb033d62022218cd9f7bebd4..0000000000000000000000000000000000000000
--- a/train/images/0116_0020.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7c46f46f8804bc71d9b2baf1c18a01bb2d080e79abe34cd949419a7bcf7e147f
-size 1679169
diff --git a/train/images/0116_0022.jpg b/train/images/0116_0022.jpg
deleted file mode 100644
index ce550bc23677e9a09b7b7b820f1b470835affa83..0000000000000000000000000000000000000000
--- a/train/images/0116_0022.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0a8535e4c80ea07c3a4cca8fc3432ea5833fde2a7e8c7267d14f2c302b8ba95b
-size 1330730
diff --git a/train/images/0116_0023.jpg b/train/images/0116_0023.jpg
deleted file mode 100644
index fbad65979c460bd84836db926eba34b401b612f2..0000000000000000000000000000000000000000
--- a/train/images/0116_0023.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4f07ef781d375f6ceaf144e282db36d317d823243084aca733a0cf435f26b6f6
-size 1187930
diff --git a/train/images/0117_0001.jpg b/train/images/0117_0001.jpg
deleted file mode 100644
index 21e71226e6b23329e0c312d2f9668d76c8f54f05..0000000000000000000000000000000000000000
--- a/train/images/0117_0001.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dcda2e516844630b593725a8c0a2102beb374d4e3265ac793631b50c96154452
-size 779870
diff --git a/train/images/0117_0002.jpg b/train/images/0117_0002.jpg
deleted file mode 100644
index d9c68b968c3a158b6fb5d6fce24195e57f5ca4e0..0000000000000000000000000000000000000000
--- a/train/images/0117_0002.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0bf4b880ee53e3f7de1321f478e0f6a213bdbe78815f94b2d4fd6e859e993265
-size 1373988
diff --git a/train/images/0117_0003.jpg b/train/images/0117_0003.jpg
deleted file mode 100644
index 391b380e7d0d613a81ff38857531ddcf7f19002b..0000000000000000000000000000000000000000
--- a/train/images/0117_0003.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ee90994b284d4a0abce6c8c07677c046b9f559ce2872af3b466553356bcdbd56
-size 605030
diff --git a/train/images/0117_0004.jpg b/train/images/0117_0004.jpg
deleted file mode 100644
index 9a5ceac6e5877f9fdc8fc5e33df591c4b25d62ef..0000000000000000000000000000000000000000
--- a/train/images/0117_0004.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:974b3f99b2b1ee94e34b0d9cfab327bd36403a3307dd720637076ce96f348c14
-size 551842
diff --git a/train/images/0117_0006.jpg b/train/images/0117_0006.jpg
deleted file mode 100644
index 2bd879f291518a9e0301e87ae8ee2ed813e75efe..0000000000000000000000000000000000000000
--- a/train/images/0117_0006.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:918f71db7f77ba8d5e9ead1683e54012cd264d6d2675726a223397b2046e4bf5
-size 552657
diff --git a/train/images/0117_0007.jpg b/train/images/0117_0007.jpg
deleted file mode 100644
index e592fbccd7403393877ed309f0ae2f868a22ef9d..0000000000000000000000000000000000000000
--- a/train/images/0117_0007.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fb089482450cd7a15ebf57c6913858cd1c3bdbbc49ed821624565c64cbbc994f
-size 1139038
diff --git a/train/images/0117_0009.jpg b/train/images/0117_0009.jpg
deleted file mode 100644
index 948fa5b761380ca443a83da1190a48c1db0ac9d9..0000000000000000000000000000000000000000
--- a/train/images/0117_0009.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bd1ed1da289037903d1b17bbb59a44f0098d4696b9f2fb13f7a9d717f6c9cbbf
-size 1372635
diff --git a/train/images/0117_0011.jpg b/train/images/0117_0011.jpg
deleted file mode 100644
index 53ea227bc9d181718b16b82a5eaab58987fbdddd..0000000000000000000000000000000000000000
--- a/train/images/0117_0011.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0e9f5e06e401fd7a5f6134d837ad45159acd6b3b1fd956b5e92c056f306120e4
-size 736340
diff --git a/train/images/0117_0016.jpg b/train/images/0117_0016.jpg
deleted file mode 100644
index 8a324acd7c2fae5e23282e614a5d60c0e306f09a..0000000000000000000000000000000000000000
--- a/train/images/0117_0016.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:042f5115c54d1bd9d6a2975a073460962fe0393e63beb59e02b5a2c16daf305d
-size 1471709
diff --git a/train/images/0117_0018.jpg b/train/images/0117_0018.jpg
deleted file mode 100644
index 784b03660b7b25e853952e09791eb0fd65dde01c..0000000000000000000000000000000000000000
--- a/train/images/0117_0018.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0561552bf133ab03ddcc169c03fc906af6344184f9cb89eaa34f0be5040c0096
-size 2427295
diff --git a/train/images/0117_0019.jpg b/train/images/0117_0019.jpg
deleted file mode 100644
index c709e637bd9dae2ac170f6f97ad04b60c276bbb1..0000000000000000000000000000000000000000
--- a/train/images/0117_0019.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a99f9d291698c9680481830678c822965500ba9a61e38229f9ea60cc29c2eabd
-size 1189054
diff --git a/train/images/0117_0021.jpg b/train/images/0117_0021.jpg
deleted file mode 100644
index e1e09fd7e85c406376b75b8c992533419f826783..0000000000000000000000000000000000000000
--- a/train/images/0117_0021.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:13f086a37f5f389f5896c27bd599c81564d8d0f18362cced207e6284752004dc
-size 2479593
diff --git a/train/images/0117_0022.jpg b/train/images/0117_0022.jpg
deleted file mode 100644
index f80c3bacf362514f36f0661020ae4dd1e4067bcf..0000000000000000000000000000000000000000
--- a/train/images/0117_0022.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ccb4aa80e10dda8bbe3942fea5429ce8f3220137b1bd873c882a221ea16d2291
-size 1276172
diff --git a/train/images/0117_0024.jpg b/train/images/0117_0024.jpg
deleted file mode 100644
index 151d4dc2f8c9bdd80f0caac500a11265e3dd33c4..0000000000000000000000000000000000000000
--- a/train/images/0117_0024.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:de3465374b8039536cdb64e3882192acda05cfb162a7e30cbe660986a7186a0d
-size 2650872
diff --git a/train/images/0119_0002.jpg b/train/images/0119_0002.jpg
deleted file mode 100644
index 40905ef7107bacac5644e0a655b18e5d091de77b..0000000000000000000000000000000000000000
--- a/train/images/0119_0002.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6d88bed46437cb1764a2fedb7a09a16c45d2e4e60b9d9b05e49927d64159f544
-size 2040675
diff --git a/train/images/0119_0003.jpg b/train/images/0119_0003.jpg
deleted file mode 100644
index bc376c1a9490be49b97ad46ac421066ac174af54..0000000000000000000000000000000000000000
--- a/train/images/0119_0003.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a337232843c35f56d361380956b63b66ed537f2957b5014dfc452855d83e9f6b
-size 2212413
diff --git a/train/images/0119_0005.jpg b/train/images/0119_0005.jpg
deleted file mode 100644
index f2cdc24e5ab3e2848a7d4c6257af7dbdf6740fc6..0000000000000000000000000000000000000000
--- a/train/images/0119_0005.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8b35f4edc63364b6e7062a7942cac07c35bd716e1cfb4beceeac61cf534772e9
-size 1813735
diff --git a/train/images/0119_0007.jpg b/train/images/0119_0007.jpg
deleted file mode 100644
index 426fb7875f8650120083ec26fc2bd6427fc13204..0000000000000000000000000000000000000000
--- a/train/images/0119_0007.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7dc7466e78eaa16adf8bb28eafc4ffe63eff28915e36584e10e65a45edcc09d3
-size 1812403
diff --git a/train/images/0119_0008.jpg b/train/images/0119_0008.jpg
deleted file mode 100644
index 0c1e1b4947e1feb521e7647cd59a9c48badc11cd..0000000000000000000000000000000000000000
--- a/train/images/0119_0008.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:18a1e57e7db8eee0b8d4c1a0dcd89eff179b8a4f5d9f11f44b0f15b7d507c2ce
-size 844252
diff --git a/train/images/0119_0011.jpg b/train/images/0119_0011.jpg
deleted file mode 100644
index 3be34cd96fa46293dffbd7aacd2d4024276e433f..0000000000000000000000000000000000000000
--- a/train/images/0119_0011.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2cc54bc9eb8116413ebe46f9620aa0590a734962deb107fc16b10e8b299d53b6
-size 1741191
diff --git a/train/images/0119_0013.jpg b/train/images/0119_0013.jpg
deleted file mode 100644
index 836e362a679cfb3910e54a6968faf16375948e4f..0000000000000000000000000000000000000000
--- a/train/images/0119_0013.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e70704e4ff2685743a1587c2210d071e27c2f18fbaab79ea6013ee29f1f92959
-size 1145961
diff --git a/train/images/0119_0016.jpg b/train/images/0119_0016.jpg
deleted file mode 100644
index b3dd911994ef4a353bf206c22466576ab6b9ee5d..0000000000000000000000000000000000000000
--- a/train/images/0119_0016.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d57e9a31bf1a5f65c06fb9b95d2909ac3f2cd6bad3ce3747786f93760d0358a9
-size 2692960
diff --git a/train/images/0119_0017.jpg b/train/images/0119_0017.jpg
deleted file mode 100644
index 73836ecf9398a1496d2377a9727c931f87f86047..0000000000000000000000000000000000000000
--- a/train/images/0119_0017.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ead0bc9c3100d0f850b14eefeed55289f29d7785eea0703bfaa4a4d3c2f47550
-size 2016789
diff --git a/train/images/0119_0018.jpg b/train/images/0119_0018.jpg
deleted file mode 100644
index 4a3e8a5a00cb222d18d6a4dfe5152e4ad8d25b70..0000000000000000000000000000000000000000
--- a/train/images/0119_0018.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cc8476c32c8780f991598462a1fb98d2055f150418417da533a03bd0507fae96
-size 2821468
diff --git a/train/images/0119_0021.jpg b/train/images/0119_0021.jpg
deleted file mode 100644
index 02c0b9e407b7d151a5ecd73be4d4a27db354da6b..0000000000000000000000000000000000000000
--- a/train/images/0119_0021.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:beb911b3d4f6f47e9e977eb24be24c2ba8a78054e9a8fa668f58ca1f65573c4d
-size 1929209
diff --git a/train/images/0119_0022.jpg b/train/images/0119_0022.jpg
deleted file mode 100644
index 6cebe653e242dfdb81d53152c1b20deb0f2253eb..0000000000000000000000000000000000000000
--- a/train/images/0119_0022.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ed97ac53eb320ad3949aef0f55bebe00ff512b5c5c39b01f684898c40409eaa7
-size 2205961
diff --git a/train/images/0119_0023.jpg b/train/images/0119_0023.jpg
deleted file mode 100644
index f6281a7a9630791cfbcb3bf27a8f4982caa26732..0000000000000000000000000000000000000000
--- a/train/images/0119_0023.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2e1d0754bf7492474e6908bc800cd73b1318a46fbe5314f289d499fcbef41b68
-size 2838929
diff --git a/train/images/0126_0006.jpg b/train/images/0126_0006.jpg
deleted file mode 100644
index 8d5160e4273be0470175153d1c81525c0777712a..0000000000000000000000000000000000000000
--- a/train/images/0126_0006.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:313b6c3d73ec7e2bdb5201b10b512913e087593a6a24212ec89ed75b5ed9137e
-size 43252
diff --git a/train/images/0126_0007.jpg b/train/images/0126_0007.jpg
deleted file mode 100644
index 061e39f6df678630c3d643253628a3f28f113e2e..0000000000000000000000000000000000000000
--- a/train/images/0126_0007.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8f2ee5431aa8ffa2052a7d1c6c0fdeb8fa967f665ce0759fd448834916d9b13f
-size 45586
diff --git a/train/images/0126_0008.jpg b/train/images/0126_0008.jpg
deleted file mode 100644
index 574d6ec20d19a682d5f926ca2e6b169c9e0c667c..0000000000000000000000000000000000000000
--- a/train/images/0126_0008.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6d4c60369313af1208d3edd6c02a31baad869266f11a691b4a004eb93ec47ef8
-size 32166
diff --git a/train/images/0126_0009.jpg b/train/images/0126_0009.jpg
deleted file mode 100644
index acd05e51c88f405fa277a1d29975502e88fc6fbf..0000000000000000000000000000000000000000
--- a/train/images/0126_0009.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c9ece5ec7a2519d0f5ae3788586d39abd228a155e0f707516a2dc95318da0aab
-size 35847
diff --git a/train/images/0126_0010.jpg b/train/images/0126_0010.jpg
deleted file mode 100644
index ed43756584fd318b2e9001a6ebeaf54ea8e2494d..0000000000000000000000000000000000000000
--- a/train/images/0126_0010.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:af82248594e1c3ff5f3032ada8f47144e241fc899979488565b31190d077b5a1
-size 31797
diff --git a/train/images/0126_0013.jpg b/train/images/0126_0013.jpg
deleted file mode 100644
index 488ee0c667c537132ed871c6768f5b1e8b8e90b0..0000000000000000000000000000000000000000
--- a/train/images/0126_0013.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d7b7158a0292f4c4fbf06661161546df9fce3854706bad1caadee14a2869eb4b
-size 29889
diff --git a/train/images/0126_0014.jpg b/train/images/0126_0014.jpg
deleted file mode 100644
index 5181cac3294ee6e4552d0e898714b9370badd14f..0000000000000000000000000000000000000000
--- a/train/images/0126_0014.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:86e94218b12cd65cdd0d1bdab3cd66bb8324055286981cf4a2b68aa39293eb30
-size 40163
diff --git a/train/images/0126_0015.jpg b/train/images/0126_0015.jpg
deleted file mode 100644
index e22b2d126a1a76e47edb6729a4f929d8cb1ac4b2..0000000000000000000000000000000000000000
--- a/train/images/0126_0015.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cc6fa187062767bdc7d24e0c7846b6c7e872bdfa29ad82d8f0bd377f4e8aa366
-size 38515
diff --git a/train/images/0126_0017.jpg b/train/images/0126_0017.jpg
deleted file mode 100644
index 7a5b1d0edb2bb066bdf75738194874046904e7c1..0000000000000000000000000000000000000000
--- a/train/images/0126_0017.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eb41e7d4e08c93c1074c166ae41f11876115b9628c2211756474169eedc787d1
-size 39053
diff --git a/train/images/1119_0006.jpg b/train/images/1119_0006.jpg
deleted file mode 100644
index 4ce0fc36d0a7050206948dd18dad882f4347730a..0000000000000000000000000000000000000000
--- a/train/images/1119_0006.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:10443f7b2bacd129e5af88caba0edcfbc4a35e391784de0db1d65ff495b575a6
-size 131109
diff --git a/train/images/1119_0007.jpg b/train/images/1119_0007.jpg
deleted file mode 100644
index 87d414ec0cbac2922c8111ef94d37a14f6c2a77c..0000000000000000000000000000000000000000
--- a/train/images/1119_0007.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c08723181b6c1a9521448d56c64a485e08406c0f17178e0e1bee9ad04073297b
-size 111765
diff --git a/train/images/1119_0008.jpg b/train/images/1119_0008.jpg
deleted file mode 100644
index a96b7a4065ea6c8b74afa0b5c3d8d7c1bd5bafbf..0000000000000000000000000000000000000000
--- a/train/images/1119_0008.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2438a02d1466fcb2e09491c47c8370c579d394070ae0231c4c2b74ffe653b284
-size 139504
diff --git a/train/images/1119_0010.jpg b/train/images/1119_0010.jpg
deleted file mode 100644
index 26dc1392908a6ecf1bac70b51c3a7a55ab4baa35..0000000000000000000000000000000000000000
--- a/train/images/1119_0010.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:73e89121702fb43473af32218bf5c3edd51d8c6b57ef2379deb48f9653dfe6dd
-size 881923
diff --git a/train/images/1119_0013.jpg b/train/images/1119_0013.jpg
deleted file mode 100644
index 2af9fdacdc7819524f558901365fd45956f3c378..0000000000000000000000000000000000000000
--- a/train/images/1119_0013.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dae22bd66ff783458dfcf7c80828702e18d4a56f4373bbbf3f003c373363a7ce
-size 950240
diff --git a/train/images/1119_0015.jpg b/train/images/1119_0015.jpg
deleted file mode 100644
index 62290706854b239dc49dbf72feb45e81e7d0cee7..0000000000000000000000000000000000000000
--- a/train/images/1119_0015.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:84cb6f8f2dbfcefd83e13049b1f65a7e5f2c7754a2f75791d45a36f114c485d5
-size 633231
diff --git a/train/images/1119_0017.jpg b/train/images/1119_0017.jpg
deleted file mode 100644
index c4a0df4b3a50f0ea718f2675a8f800012ddfd33e..0000000000000000000000000000000000000000
--- a/train/images/1119_0017.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e8616c45b4f423d0fb93e4e841a12179995bf402c1ff391bf9b9ce16a5d2905a
-size 80850
diff --git a/train/images/1119_0020.jpg b/train/images/1119_0020.jpg
deleted file mode 100644
index 10b18329c90d10c4fc9881535865c1f53cc00b29..0000000000000000000000000000000000000000
--- a/train/images/1119_0020.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ecc6f3fb25bdb9be503318852aef4174a8e3e6e53434c5b2edbdeb937bfc8d40
-size 314379
diff --git a/train/images/1119_0022.jpg b/train/images/1119_0022.jpg
deleted file mode 100644
index ef6e722e23282cda14d2bb785c4d63ec44264096..0000000000000000000000000000000000000000
--- a/train/images/1119_0022.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:48942cffbc93fc261920031622771818cd286298eeff914fd0dfff7a95c5a968
-size 152752
diff --git a/train/images/1119_0025.jpg b/train/images/1119_0025.jpg
deleted file mode 100644
index 22eeee3726186426620ade5d3746a0424c31c39d..0000000000000000000000000000000000000000
--- a/train/images/1119_0025.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:968c7b6c36e7861cd75d238a28448fa09fed61085c9948a896da31f2b1d306a9
-size 383027
diff --git a/train/images/1119_0033.jpg b/train/images/1119_0033.jpg
deleted file mode 100644
index 476db41079490b810b5299209f99804b61123e7c..0000000000000000000000000000000000000000
--- a/train/images/1119_0033.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:42a1189471e8abe85cdc26fbe1a6a4a5f046aaa7d1aad373ce4b566989d2cd86
-size 67736
diff --git a/train/images/1119_0034.jpg b/train/images/1119_0034.jpg
deleted file mode 100644
index bb4686fe768241a1ae5f924109ca9749a3968bee..0000000000000000000000000000000000000000
--- a/train/images/1119_0034.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ca9658f211ceb3e46b466d03295c47c9681eab6007fa1e62b590cff4300fda06
-size 1096348
diff --git a/train/images/1119_0035.jpg b/train/images/1119_0035.jpg
deleted file mode 100644
index 011e93c89d801c078619c512d06a2b72f3d5a14f..0000000000000000000000000000000000000000
--- a/train/images/1119_0035.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d85f447ee4ce906340d71334c249b0b76015f8264866e70475da472fd1a15452
-size 568519
diff --git a/train/images/1119_0044.jpg b/train/images/1119_0044.jpg
deleted file mode 100644
index 17777cdc692217bc7294754299ad2fb9e272039e..0000000000000000000000000000000000000000
--- a/train/images/1119_0044.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9d770162a6c858839b9220bf2e5972ba5062632e63e64e946cfb2f20d49f6650
-size 422263
diff --git a/train/images/1119_0053.jpg b/train/images/1119_0053.jpg
deleted file mode 100644
index abefb9c94b6752bd4a4a550d0c0d21133788f066..0000000000000000000000000000000000000000
--- a/train/images/1119_0053.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dbc5b88b71ce8acfdfc1d21111495270a908378edf08c3224ec4efe22f38d333
-size 232299
diff --git a/train/images/1212_0010.jpg b/train/images/1212_0010.jpg
deleted file mode 100644
index fe1f256a3e7f61a2c7dec15d511c0a7517ea742a..0000000000000000000000000000000000000000
--- a/train/images/1212_0010.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c8eb41785073fd2393174bde1eec7d2cf7102e00179bb9e3315cccb60375efc7
-size 1114045
diff --git a/train/images/1212_0024.jpg b/train/images/1212_0024.jpg
deleted file mode 100644
index 55edcec3c08aaa796289c448650d6bc25fe6ccde..0000000000000000000000000000000000000000
--- a/train/images/1212_0024.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fc273c9aad267aa9b424fa89e65d9646695ffd435a7593321350e31e3371850f
-size 370324
diff --git a/train/images/1212_0026.jpg b/train/images/1212_0026.jpg
deleted file mode 100644
index 5cad6a74733d54fd73c0913b1d77805e8b0913a9..0000000000000000000000000000000000000000
--- a/train/images/1212_0026.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:efa3e8400ca4f315bff2d877d6cafc92eacd2193a5a5295d3db05bd76ca74b04
-size 473937
diff --git a/train/images/1212_0027.jpg b/train/images/1212_0027.jpg
deleted file mode 100644
index baaf72bcaf50bc4ac4d46575c015fbe09e506d53..0000000000000000000000000000000000000000
--- a/train/images/1212_0027.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:18a8fc9feab1069c97814987993024a45d27e134bd55b9d0634d76337f1ee823
-size 613595
diff --git a/train/images/1212_0028.jpg b/train/images/1212_0028.jpg
deleted file mode 100644
index 66d76cf09b8418f59bccc223ba3e60a48a8646df..0000000000000000000000000000000000000000
--- a/train/images/1212_0028.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6ccc156cd3f287f634b0740cb4869a12f45a1e66b182c5067322f972229aeb88
-size 714260
diff --git a/train/images/1212_0029.jpg b/train/images/1212_0029.jpg
deleted file mode 100644
index f5d0dd77d1d69b4d1acfb721c6525b534c3ed805..0000000000000000000000000000000000000000
--- a/train/images/1212_0029.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ab7400da4279c50af7dbcb40bc73cc966c21898834cffd2a913da991dcaded5a
-size 256284
diff --git a/train/images/1212_0030.jpg b/train/images/1212_0030.jpg
deleted file mode 100644
index 33c52b49783ce174820096b8c2902f1db90e86cf..0000000000000000000000000000000000000000
--- a/train/images/1212_0030.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:66b1717aaad7421d401df4496efdd31ecaf074da3ae24d40c3a34ececdc8db3c
-size 95888
diff --git a/train/images/1212_0034.jpg b/train/images/1212_0034.jpg
deleted file mode 100644
index 3fb263f5861dbf1fdea4084ba61e06a9be8df9fa..0000000000000000000000000000000000000000
--- a/train/images/1212_0034.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0f1644b9c1ffe097ae03f30cacc4dafedd4c5155a5ed2f9e77e5e537b3600b22
-size 258060
diff --git a/train/images/1212_0035.jpg b/train/images/1212_0035.jpg
deleted file mode 100644
index 3f4f36dbd74e9835e3a8651b14a88af7ea330a6a..0000000000000000000000000000000000000000
--- a/train/images/1212_0035.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:73dcef84177670079d70d975db1f99988ad0fb5970dbca035cba8a74b2f19536
-size 540463
diff --git a/train/images/1212_0036.jpg b/train/images/1212_0036.jpg
deleted file mode 100644
index bd769f0b6e983359dcb928efc267e6d9d330a171..0000000000000000000000000000000000000000
--- a/train/images/1212_0036.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:de79eda63958840987080bbe053f599a1bb84c5894a5f23d36990372eefb3968
-size 152189
diff --git a/train/images/1212_0038.jpg b/train/images/1212_0038.jpg
deleted file mode 100644
index 0f933afd244be74742f5d709e063e8bec4832a2c..0000000000000000000000000000000000000000
--- a/train/images/1212_0038.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b6544b57ce9f5586aa9c69d9194d8273041446621cffff32b23342536044e051
-size 169030
diff --git a/train/images/1212_0039.jpg b/train/images/1212_0039.jpg
deleted file mode 100644
index f1eacf2ece1bb97fcb9d042b6f863f48e7e75eb5..0000000000000000000000000000000000000000
--- a/train/images/1212_0039.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5ce3abad5e334ae3a0bb703ba423122b311d0a66a3b99f2a0d19ec1e7adf974b
-size 256635
diff --git a/train/images/1212_0040.jpg b/train/images/1212_0040.jpg
deleted file mode 100644
index 356671a31298d18a9fb87152740608872d2d74cf..0000000000000000000000000000000000000000
--- a/train/images/1212_0040.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:61d0c9868793d9a65774f15239dbec879c3f715323ed06e754789a4297664169
-size 735803
diff --git a/train/images/1212_0046.jpg b/train/images/1212_0046.jpg
deleted file mode 100644
index 79887076756e39f8eb80863ff1b776aed58c9017..0000000000000000000000000000000000000000
--- a/train/images/1212_0046.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0a4ea6083c42584356bf4f7fbab24dbae41f5f7c96fd74b4453a83b077e4e7c9
-size 395431
diff --git a/train/images/1212_0047.jpg b/train/images/1212_0047.jpg
deleted file mode 100644
index b4079cf0fa1a095695691ed83bf704190602c05b..0000000000000000000000000000000000000000
--- a/train/images/1212_0047.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:24c1c7d2f1efb9185f6e520585c9d3488c81e66de5969825b0d2f2ea2603282b
-size 340068
diff --git a/train/images/1212_0051.jpg b/train/images/1212_0051.jpg
deleted file mode 100644
index f24296f9a6f2866a2ca4af9a76c269faacbee85f..0000000000000000000000000000000000000000
--- a/train/images/1212_0051.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9ee6a2d7b8ff80697e23f0794f85b52f18c4f881f9911a1d92692a498a67a509
-size 152653
diff --git a/train/images/1212_0053.jpg b/train/images/1212_0053.jpg
deleted file mode 100644
index 752bacfe37e1ed7b1c0affba18eab7a3442a488d..0000000000000000000000000000000000000000
--- a/train/images/1212_0053.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:987e1945526dd92a1110c69a85a2a5a5707e1daeb99109fafeedd238d6266521
-size 338445
diff --git a/train/images/1212_0054.jpg b/train/images/1212_0054.jpg
deleted file mode 100644
index f1156bddccae8e55829f7e8e116c18b882ff3ac7..0000000000000000000000000000000000000000
--- a/train/images/1212_0054.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0b6bb81a5896f3a8f42a57172c8ae9d60c11a19c9ed5a231d1ed1172244fe481
-size 68686
diff --git a/train/images/1212_0057.jpg b/train/images/1212_0057.jpg
deleted file mode 100644
index 9f5dceb22bab8614a1f4be4e7331fc74e6016628..0000000000000000000000000000000000000000
--- a/train/images/1212_0057.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aeff71d14001336486c8749a0e9c85c47900bfcb3d41471c84520929a78123b3
-size 196262
diff --git a/train/images/1212_0058.jpg b/train/images/1212_0058.jpg
deleted file mode 100644
index 8dc565cffacf2183cf3e7de216f44cc18655a73c..0000000000000000000000000000000000000000
--- a/train/images/1212_0058.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:65ca9f98cce6c0acfea52862a5340268f90364f7318da486182631c0e2ad4522
-size 202339
diff --git a/train/images/1212_0059.jpg b/train/images/1212_0059.jpg
deleted file mode 100644
index a00d9e21d73e09bdab85ae87d4ad2236b4cd2112..0000000000000000000000000000000000000000
--- a/train/images/1212_0059.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2a577aa879a7dc1f4023651c29e63e2a08f2961514c1632fa8630290ee580121
-size 412283
diff --git a/train/images/1212_0060.jpg b/train/images/1212_0060.jpg
deleted file mode 100644
index a8a7a12d8ec5eb4b621c930f888c71839323a895..0000000000000000000000000000000000000000
--- a/train/images/1212_0060.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b6bb5ac88f83f5cf131c4454274212bd35dfa896cd00fa0a0cf43a68f019f035
-size 252176
diff --git a/train/images/1212_0061.jpg b/train/images/1212_0061.jpg
deleted file mode 100644
index 1a4aa7de1a2c9daca94d24bd6d697e4b37e15428..0000000000000000000000000000000000000000
--- a/train/images/1212_0061.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:15c6005c5f6ddb0b99384dd4efe4f9123641d07c59fc31891200711bba1e3d7e
-size 110080
diff --git a/train/images/1212_0062.jpg b/train/images/1212_0062.jpg
deleted file mode 100644
index 4720e52ee334ea93ca2eb47219955d343c33f74d..0000000000000000000000000000000000000000
--- a/train/images/1212_0062.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c35ea10c7a930738b3479917058523eb2da3f7478eadfc5c608bcabb79c8b794
-size 382993
diff --git a/train/images/1212_0063.jpg b/train/images/1212_0063.jpg
deleted file mode 100644
index ed2db858abe5484e1bd075ed2511505b4bab1c84..0000000000000000000000000000000000000000
--- a/train/images/1212_0063.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:70d549fc86d3ed7acc765c73ec862a30f2c8ded0bea7f712cf807f040e964874
-size 838492
diff --git a/train/images/1212_0064.jpg b/train/images/1212_0064.jpg
deleted file mode 100644
index d7ebbfb94c0181cb2fd32c136fb26edf020f524a..0000000000000000000000000000000000000000
--- a/train/images/1212_0064.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:088b627b45766c76300c519ab2f169fede53801e9ee1283eb6de8786f61ee84a
-size 1089774
diff --git a/train/images/1212_0065.jpg b/train/images/1212_0065.jpg
deleted file mode 100644
index 4e7d647b4077f8a9484699ff942a88add432ef16..0000000000000000000000000000000000000000
--- a/train/images/1212_0065.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d3c3d541757d220bbc28488e01d54760b17571759d274e907facb1751da26073
-size 400023
diff --git a/train/images/1212_0067.jpg b/train/images/1212_0067.jpg
deleted file mode 100644
index ec43df92038f664803e13f4a8c632109ba7a1f8c..0000000000000000000000000000000000000000
--- a/train/images/1212_0067.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ae69ce80229bd0a19a7c6d75ec1def3ff8e47d606e7f381991fe9a841ac3ce10
-size 738419
diff --git a/train/images/1212_0069.jpg b/train/images/1212_0069.jpg
deleted file mode 100644
index f2252383c6e041e0d190ea050906ee5461ba746b..0000000000000000000000000000000000000000
--- a/train/images/1212_0069.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:87963a997e380a5c886a763894f56bf9c9b14bc6bb2bb4b06597993792c41b77
-size 1373819
diff --git a/train/images/1212_0070.jpg b/train/images/1212_0070.jpg
deleted file mode 100644
index f5299d9e5e652cb49410ba28c511dddc58178b75..0000000000000000000000000000000000000000
--- a/train/images/1212_0070.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5997937c2b570e0ce032604b9fd90425a5a111128031a58af53386c7aad5f402
-size 1141911
diff --git a/train/images/1212_0071.jpg b/train/images/1212_0071.jpg
deleted file mode 100644
index c95b7ab9554595ce826a1b76638be74954b889d7..0000000000000000000000000000000000000000
--- a/train/images/1212_0071.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0fbd69a0fb726e6b74e3afeaefcf2dfcf7cd85c787be2c78a28c0d50ac39d9b0
-size 305827
diff --git a/train/images/1212_0072.jpg b/train/images/1212_0072.jpg
deleted file mode 100644
index 20d3d4092612682a5df8b29491f103cdb40efa4c..0000000000000000000000000000000000000000
--- a/train/images/1212_0072.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1c8923beb20888fe7a8de2644cbfd6c3b27ced1e2bac46ea99dd1c6719b3c941
-size 2725137
diff --git a/train/images/1212_0073.jpg b/train/images/1212_0073.jpg
deleted file mode 100644
index 9a64ba93fbc9f9fb1778a55d6ce74d491a5b0afd..0000000000000000000000000000000000000000
--- a/train/images/1212_0073.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5a03a9edd64af69a76218fc3b534d993d24df80acfabbd15c29faf4aa8818caf
-size 800821