feat: upload script

annotations.xml

@@ -32,409 +32,409 @@
     </task>
     <dumped>2023-06-14 07:36:42.306569+00:00</dumped>
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   </image>
-  <image id="56" name="images/4/9.png" width="1136" height="1502">
+  <image id="56" name="4/9.png" width="1136" height="1502">
     <box label="BALL" occluded="0" source="manual" xtl="718.55" ytl="38.66" xbr="931.93" ybr="248.90" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="57" name="images/5/0.png" width="1222" height="1694">
+  <image id="57" name="5/0.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="190.39" ytl="645.51" xbr="358.85" ybr="835.21" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="58" name="images/5/1.png" width="1222" height="1694">
+  <image id="58" name="5/1.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="188.93" ytl="679.92" xbr="364.70" ybr="853.33" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="59" name="images/5/10.png" width="1222" height="1694">
+  <image id="59" name="5/10.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="229.32" ytl="442.94" xbr="403.44" ybr="617.06" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="60" name="images/5/11.png" width="1222" height="1694">
+  <image id="60" name="5/11.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="400.62" ytl="379.19" xbr="514.66" ybr="563.03" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="62" name="images/5/13.png" width="1222" height="1694">
+  <image id="62" name="5/13.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="369.54" ytl="416.02" xbr="539.41" ybr="614.21" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="63" name="images/5/14.png" width="1222" height="1694">
+  <image id="63" name="5/14.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="547.80" ytl="93.79" xbr="743.50" ybr="307.80" z_order="-13">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="64" name="images/5/2.png" width="1222" height="1694">
+  <image id="64" name="5/2.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="173.77" ytl="864.65" xbr="340.25" ybr="1026.04" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="65" name="images/5/3.png" width="1222" height="1694">
+  <image id="65" name="5/3.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="217.59" ytl="1183.46" xbr="369.15" ybr="1337.50" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="66" name="images/5/4.png" width="1222" height="1694">
+  <image id="66" name="5/4.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="239.65" ytl="816.05" xbr="394.19" ybr="972.95" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="67" name="images/5/5.png" width="1222" height="1694">
+  <image id="67" name="5/5.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="289.44" ytl="705.51" xbr="452.23" ybr="882.47" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="68" name="images/5/6.png" width="1222" height="1694">
+  <image id="68" name="5/6.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="313.97" ytl="680.62" xbr="466.15" ybr="857.58" z_order="0">
       <attribute name="occluded">false</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="69" name="images/5/7.png" width="1222" height="1694">
+  <image id="69" name="5/7.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="316.57" ytl="657.97" xbr="460.49" ybr="827.85" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="70" name="images/5/8.png" width="1222" height="1694">
+  <image id="70" name="5/8.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="508.76" ytl="627.96" xbr="667.31" ybr="803.50" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>
     </box>
   </image>
-  <image id="71" name="images/5/9.png" width="1222" height="1694">
+  <image id="71" name="5/9.png" width="1222" height="1694">
     <box label="BALL" occluded="0" source="manual" xtl="322.23" ytl="657.97" xbr="468.51" ybr="836.11" z_order="0">
       <attribute name="occluded">true</attribute>
       <attribute name="basket">false</attribute>

basketball_tracking.py

@@ -0,0 +1,76 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {basketball_tracking},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+The dataset consist of screenshots from videos of basketball games with
+the ball labeled with a bounging box. 
+The dataset can be used to train a neural network in ball control recognition.
+The dataset is useful for automating the camera operator's work during a match,
+allowing the ball to be efficiently kept in frame.
+"""
+_NAME = 'basketball_tracking'
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = ""
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class BasketballTracking(datasets.GeneratorBasedBuilder):
+    """Small sample of image-text pairs"""
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({
+                'id': datasets.Value('int32'),
+                'image': datasets.Image(),
+                'mask': datasets.Image(),
+                'bboxes': datasets.Value('string')
+            }),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        images = dl_manager.download(f"{_DATA}images.tar.gz")
+        boxes = dl_manager.download(f"{_DATA}boxes.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        images = dl_manager.iter_archive(images)
+        boxes = dl_manager.iter_archive(boxes)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN,
+                                    gen_kwargs={
+                                        "images": images,
+                                        'boxes': boxes,
+                                        'annotations': annotations
+                                    }),
+        ]
+
+    def _generate_examples(self, images, boxes, annotations):
+        annotations_df = pd.read_csv(annotations)
+
+        for idx, ((image_path, image),
+                  (mask_path, mask)) in enumerate(zip(images, boxes)):
+            yield idx, {
+                'id': annotations_df['image_id'].iloc[idx],
+                "image": {
+                    "path": image_path,
+                    "bytes": image.read()
+                },
+                "mask": {
+                    "path": mask_path,
+                    "bytes": mask.read()
+                },
+                'bboxes': annotations_df['bboxes'].iloc[idx]
+            }

data/basketball_tracking.csv

@@ -0,0 +1,71 @@
+image_id,image_name,shapes
+0,1/0.png,"[{'type': 'box', 'label': 'BALL', 'points': [(290.48, 1269.28), (472.41, 1361.07)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+1,1/1.png,"[{'type': 'box', 'label': 'BALL', 'points': [(507.48, 827.74), (709.08, 1029.34)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+2,1/10.png,"[{'type': 'box', 'label': 'BALL', 'points': [(712.19, 524.25), (954.27, 752.99)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+3,1/11.png,"[{'type': 'box', 'label': 'BALL', 'points': [(870.4, 446.1), (1085.8, 699.61)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+4,1/12.png,[]
+5,1/13.png,[]
+6,1/2.png,"[{'type': 'box', 'label': 'BALL', 'points': [(551.91, 678.6), (754.9, 883.0)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+7,1/3.png,"[{'type': 'box', 'label': 'BALL', 'points': [(665.36, 570.7), (868.95, 779.51)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+8,1/4.png,"[{'type': 'box', 'label': 'BALL', 'points': [(764.95, 471.56), (989.71, 687.9)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+9,1/5.png,"[{'type': 'box', 'label': 'BALL', 'points': [(792.16, 394.03), (1006.8, 606.91)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+10,1/6.png,"[{'type': 'box', 'label': 'BALL', 'points': [(851.34, 465.16), (1076.27, 688.18)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+11,1/7.png,"[{'type': 'box', 'label': 'BALL', 'points': [(847.53, 517.8), (1075.1, 741.55)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+12,1/8.png,"[{'type': 'box', 'label': 'BALL', 'points': [(706.5, 611.93), (940.93, 836.86)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+13,1/9.png,"[{'type': 'box', 'label': 'BALL', 'points': [(655.01, 680.55), (874.22, 907.38)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+14,2/0.png,"[{'type': 'box', 'label': 'BALL', 'points': [(1002.88, 449.9), (1225.9, 678.65)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+15,2/1.png,"[{'type': 'box', 'label': 'BALL', 'points': [(1039.67, 444.19), (1239.81, 665.3)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+16,2/10.png,"[{'type': 'box', 'label': 'BALL', 'points': [(525.01, 47.05), (701.33, 236.07)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+17,2/11.png,"[{'type': 'box', 'label': 'BALL', 'points': [(489.75, 61.06), (691.8, 263.11)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+18,2/12.png,"[{'type': 'box', 'label': 'BALL', 'points': [(469.84, 45.65), (719.49, 286.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+19,2/13.png,"[{'type': 'box', 'label': 'BALL', 'points': [(671.74, 169.39), (975.66, 490.68)], 'attributes': {'occluded': 'false', 'basket': 'true'}}]"
+20,2/2.png,"[{'type': 'box', 'label': 'BALL', 'points': [(708.95, 596.68), (899.57, 812.08)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+21,2/3.png,"[{'type': 'box', 'label': 'BALL', 'points': [(726.38, 737.05), (903.8, 931.01)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+22,2/4.png,"[{'type': 'box', 'label': 'BALL', 'points': [(791.1, 744.49), (950.13, 918.23)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+23,2/5.png,"[{'type': 'box', 'label': 'BALL', 'points': [(787.3, 604.22), (931.65, 747.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+24,2/6.png,"[{'type': 'box', 'label': 'BALL', 'points': [(612.34, 361.98), (738.74, 510.72)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+25,2/7.png,"[{'type': 'box', 'label': 'BALL', 'points': [(474.33, 182.01), (611.29, 301.51)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+26,2/8.png,"[{'type': 'box', 'label': 'BALL', 'points': [(581.68, 30.9), (723.39, 186.41)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+27,2/9.png,"[{'type': 'box', 'label': 'BALL', 'points': [(561.03, 11.62), (719.56, 182.38)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+28,3/0.png,"[{'type': 'box', 'label': 'BALL', 'points': [(620.14, 457.96), (675.76, 520.44)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+29,3/1.png,"[{'type': 'box', 'label': 'BALL', 'points': [(564.4, 608.01), (616.06, 666.29)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+30,3/10.png,"[{'type': 'box', 'label': 'BALL', 'points': [(482.03, 343.04), (539.25, 395.49)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+31,3/2.png,"[{'type': 'box', 'label': 'BALL', 'points': [(535.9, 429.33), (587.88, 491.79)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+32,3/3.png,"[{'type': 'box', 'label': 'BALL', 'points': [(504.48, 400.11), (531.37, 449.32)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+33,3/4.png,"[{'type': 'box', 'label': 'BALL', 'points': [(469.74, 362.74), (521.81, 419.39)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+34,3/5.png,"[{'type': 'box', 'label': 'BALL', 'points': [(452.29, 361.54), (506.7, 415.9)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+35,3/6.png,"[{'type': 'box', 'label': 'BALL', 'points': [(429.46, 380.55), (481.9, 433.4)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+36,3/7.png,"[{'type': 'box', 'label': 'BALL', 'points': [(427.28, 315.22), (474.3, 368.53)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+37,3/8.png,"[{'type': 'box', 'label': 'BALL', 'points': [(422.37, 247.67), (476.15, 302.03)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+38,3/9.png,"[{'type': 'box', 'label': 'BALL', 'points': [(402.1, 175.89), (459.83, 231.7)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+39,4/0.png,"[{'type': 'box', 'label': 'BALL', 'points': [(618.43, 428.62), (765.13, 605.45)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+40,4/1.png,"[{'type': 'box', 'label': 'BALL', 'points': [(585.01, 469.23), (730.83, 640.73)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+41,4/10.png,"[{'type': 'box', 'label': 'BALL', 'points': [(830.88, 186.45), (1002.43, 326.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+42,4/11.png,"[{'type': 'box', 'label': 'BALL', 'points': [(757.77, 479.87), (973.66, 719.61)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+43,4/12.png,"[{'type': 'box', 'label': 'BALL', 'points': [(777.6, 678.19), (978.43, 906.63)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+44,4/13.png,"[{'type': 'box', 'label': 'BALL', 'points': [(275.18, 848.59), (514.67, 1106.16)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+45,4/14.png,"[{'type': 'box', 'label': 'BALL', 'points': [(28.46, 431.97), (328.2, 716.65)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+46,4/15.png,"[{'type': 'box', 'label': 'BALL', 'points': [(15.81, 125.61), (314.04, 429.87)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+47,4/16.png,"[{'type': 'box', 'label': 'BALL', 'points': [(272.98, 36.34), (594.21, 340.42)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+48,4/17.png,"[{'type': 'box', 'label': 'BALL', 'points': [(620.95, 354.72), (914.5, 656.42)], 'attributes': {'occluded': 'false', 'basket': 'true'}}]"
+50,4/3.png,[]
+51,4/4.png,"[{'type': 'box', 'label': 'BALL', 'points': [(656.66, 312.72), (717.53, 459.92)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+52,4/5.png,"[{'type': 'box', 'label': 'BALL', 'points': [(590.1, 152.74), (770.99, 347.6)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+53,4/6.png,"[{'type': 'box', 'label': 'BALL', 'points': [(618.07, 72.22), (813.62, 276.12)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+54,4/7.png,"[{'type': 'box', 'label': 'BALL', 'points': [(660.95, 24.69), (846.53, 233.28)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+55,4/8.png,"[{'type': 'box', 'label': 'BALL', 'points': [(689.36, 31.23), (891.24, 243.56)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+56,4/9.png,"[{'type': 'box', 'label': 'BALL', 'points': [(718.55, 38.66), (931.93, 248.9)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+57,5/0.png,"[{'type': 'box', 'label': 'BALL', 'points': [(190.39, 645.51), (358.85, 835.21)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+58,5/1.png,"[{'type': 'box', 'label': 'BALL', 'points': [(188.93, 679.92), (364.7, 853.33)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+59,5/10.png,"[{'type': 'box', 'label': 'BALL', 'points': [(229.32, 442.94), (403.44, 617.06)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+60,5/11.png,"[{'type': 'box', 'label': 'BALL', 'points': [(400.62, 379.19), (514.66, 563.03)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+62,5/13.png,"[{'type': 'box', 'label': 'BALL', 'points': [(369.54, 416.02), (539.41, 614.21)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+63,5/14.png,"[{'type': 'box', 'label': 'BALL', 'points': [(547.8, 93.79), (743.5, 307.8)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+64,5/2.png,"[{'type': 'box', 'label': 'BALL', 'points': [(173.77, 864.65), (340.25, 1026.04)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+65,5/3.png,"[{'type': 'box', 'label': 'BALL', 'points': [(217.59, 1183.46), (369.15, 1337.5)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+66,5/4.png,"[{'type': 'box', 'label': 'BALL', 'points': [(239.65, 816.05), (394.19, 972.95)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+67,5/5.png,"[{'type': 'box', 'label': 'BALL', 'points': [(289.44, 705.51), (452.23, 882.47)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+68,5/6.png,"[{'type': 'box', 'label': 'BALL', 'points': [(313.97, 680.62), (466.15, 857.58)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]"
+69,5/7.png,"[{'type': 'box', 'label': 'BALL', 'points': [(316.57, 657.97), (460.49, 827.85)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+70,5/8.png,"[{'type': 'box', 'label': 'BALL', 'points': [(508.76, 627.96), (667.31, 803.5)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"
+71,5/9.png,"[{'type': 'box', 'label': 'BALL', 'points': [(322.23, 657.97), (468.51, 836.11)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]"