Upload 6 files
Browse files- Lacuna_Malaria_Detection_Challenge_Starter.ipynb +0 -0
- SampleSubmission.csv +0 -0
- Test.csv +1179 -0
- Train.csv +0 -0
- eda.ipynb +214 -0
- images.zip +3 -0
Lacuna_Malaria_Detection_Challenge_Starter.ipynb
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SampleSubmission.csv
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Test.csv
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id_jdqos1vvns.jpg,,,,,,
|
| 1106 |
+
id_8qx6r1u3fy.jpg,,,,,,
|
| 1107 |
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|
| 1108 |
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| 1109 |
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| 1110 |
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|
| 1111 |
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| 1112 |
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|
| 1113 |
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id_5h05d5qkzb.jpg,,,,,,
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| 1114 |
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| 1115 |
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| 1116 |
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| 1117 |
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id_c3srlnljjh.jpg,,,,,,
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| 1118 |
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| 1119 |
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| 1120 |
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| 1121 |
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| 1122 |
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| 1123 |
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| 1124 |
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| 1125 |
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| 1126 |
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| 1127 |
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|
| 1128 |
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| 1129 |
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| 1130 |
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id_66ay5vidsa.jpg,,,,,,
|
| 1131 |
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id_opv4ymj0ve.jpg,,,,,,
|
| 1132 |
+
id_p37bzpzc9y.jpg,,,,,,
|
| 1133 |
+
id_g17ssykwpg.jpg,,,,,,
|
| 1134 |
+
id_hznvwsm7c4.jpg,,,,,,
|
| 1135 |
+
id_brfcvq309i.jpg,,,,,,
|
| 1136 |
+
id_yjirqzklk4.jpg,,,,,,
|
| 1137 |
+
id_wk50bh51bj.jpg,,,,,,
|
| 1138 |
+
id_ih7q8057fk.jpg,,,,,,
|
| 1139 |
+
id_md4tpp5ajj.jpg,,,,,,
|
| 1140 |
+
id_qzcz1ssxn7.jpg,,,,,,
|
| 1141 |
+
id_otn6v3iz6s.jpg,,,,,,
|
| 1142 |
+
id_5j6197s31b.jpg,,,,,,
|
| 1143 |
+
id_6irbw5zd3h.jpg,,,,,,
|
| 1144 |
+
id_rqg0oo0uc0.jpg,,,,,,
|
| 1145 |
+
id_w57kr5d7j4.jpg,,,,,,
|
| 1146 |
+
id_a5su1bbs3m.jpg,,,,,,
|
| 1147 |
+
id_x100rjz4qt.jpg,,,,,,
|
| 1148 |
+
id_ddsvzg881p.jpg,,,,,,
|
| 1149 |
+
id_78za1iiwy7.jpg,,,,,,
|
| 1150 |
+
id_fyhhh6dymi.jpg,,,,,,
|
| 1151 |
+
id_bckn6jbmrs.jpg,,,,,,
|
| 1152 |
+
id_vhpkv93jhn.jpg,,,,,,
|
| 1153 |
+
id_27p7z4xutu.jpg,,,,,,
|
| 1154 |
+
id_mtaizy0owo.jpg,,,,,,
|
| 1155 |
+
id_rabc5okoix.jpg,,,,,,
|
| 1156 |
+
id_zawfmxegk3.jpg,,,,,,
|
| 1157 |
+
id_6932xbbp3f.jpg,,,,,,
|
| 1158 |
+
id_xkhnvnjqoz.jpg,,,,,,
|
| 1159 |
+
id_ha3djcnxmf.jpg,,,,,,
|
| 1160 |
+
id_u4xeeoyxac.jpg,,,,,,
|
| 1161 |
+
id_6nplbv12t8.jpg,,,,,,
|
| 1162 |
+
id_j8cfwxm68t.jpg,,,,,,
|
| 1163 |
+
id_p6bg7yes86.jpg,,,,,,
|
| 1164 |
+
id_pbdbhie2zw.jpg,,,,,,
|
| 1165 |
+
id_qg7vv0uza5.jpg,,,,,,
|
| 1166 |
+
id_g6ar1rnksy.jpg,,,,,,
|
| 1167 |
+
id_mc9ybyrv3w.jpg,,,,,,
|
| 1168 |
+
id_ranjx5g8l3.jpg,,,,,,
|
| 1169 |
+
id_8xitu1tpa6.jpg,,,,,,
|
| 1170 |
+
id_ni8asgolqq.jpg,,,,,,
|
| 1171 |
+
id_wpqdkmhygg.jpg,,,,,,
|
| 1172 |
+
id_h0p2p4b7ic.jpg,,,,,,
|
| 1173 |
+
id_3mjet6a3g7.jpg,,,,,,
|
| 1174 |
+
id_x3l9mxnof9.jpg,,,,,,
|
| 1175 |
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id_btrtdkgk4r.jpg,,,,,,
|
| 1176 |
+
id_straufuobm.jpg,,,,,,
|
| 1177 |
+
id_nnurq35wvp.jpg,,,,,,
|
| 1178 |
+
id_hdqd25rput.jpg,,,,,,
|
| 1179 |
+
id_kw30dj6ngz.jpg,,,,,,
|
Train.csv
ADDED
|
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|
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|
eda.ipynb
ADDED
|
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|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 1,
|
| 6 |
+
"metadata": {},
|
| 7 |
+
"outputs": [],
|
| 8 |
+
"source": [
|
| 9 |
+
"# Import libraries\n",
|
| 10 |
+
"import pandas as pd\n",
|
| 11 |
+
"import os\n",
|
| 12 |
+
"from pathlib import Path\n",
|
| 13 |
+
"import shutil\n",
|
| 14 |
+
"from sklearn.model_selection import train_test_split\n",
|
| 15 |
+
"from tqdm.notebook import tqdm\n",
|
| 16 |
+
"import cv2\n",
|
| 17 |
+
"import yaml\n",
|
| 18 |
+
"import matplotlib.pyplot as plt\n",
|
| 19 |
+
"from ultralytics import YOLO\n",
|
| 20 |
+
"import multiprocessing"
|
| 21 |
+
]
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"cell_type": "code",
|
| 25 |
+
"execution_count": 6,
|
| 26 |
+
"metadata": {},
|
| 27 |
+
"outputs": [],
|
| 28 |
+
"source": [
|
| 29 |
+
"# Set up directoris for training a yolo model\n",
|
| 30 |
+
"\n",
|
| 31 |
+
"# Images directories\n",
|
| 32 |
+
"DATASET_DIR = Path('datasets/dataset')\n",
|
| 33 |
+
"IMAGES_DIR = 'images'\n",
|
| 34 |
+
"TRAIN_IMAGES_DIR = 'train'\n",
|
| 35 |
+
"VAL_IMAGES_DIR = 'val'\n",
|
| 36 |
+
"TEST_IMAGES_DIR = 'test'\n",
|
| 37 |
+
"\n",
|
| 38 |
+
"# Labels directories\n",
|
| 39 |
+
"LABELS_DIR = 'labels'\n",
|
| 40 |
+
"TRAIN_LABELS_DIR = LABELS_DIR + '/train'\n",
|
| 41 |
+
"VAL_LABELS_DIR = LABELS_DIR +'/val'\n",
|
| 42 |
+
"TEST_LABELS_DIR = LABELS_DIR +'/ test'"
|
| 43 |
+
]
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"cell_type": "code",
|
| 47 |
+
"execution_count": 7,
|
| 48 |
+
"metadata": {},
|
| 49 |
+
"outputs": [
|
| 50 |
+
{
|
| 51 |
+
"data": {
|
| 52 |
+
"text/html": [
|
| 53 |
+
"<div>\n",
|
| 54 |
+
"<style scoped>\n",
|
| 55 |
+
" .dataframe tbody tr th:only-of-type {\n",
|
| 56 |
+
" vertical-align: middle;\n",
|
| 57 |
+
" }\n",
|
| 58 |
+
"\n",
|
| 59 |
+
" .dataframe tbody tr th {\n",
|
| 60 |
+
" vertical-align: top;\n",
|
| 61 |
+
" }\n",
|
| 62 |
+
"\n",
|
| 63 |
+
" .dataframe thead th {\n",
|
| 64 |
+
" text-align: right;\n",
|
| 65 |
+
" }\n",
|
| 66 |
+
"</style>\n",
|
| 67 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
| 68 |
+
" <thead>\n",
|
| 69 |
+
" <tr style=\"text-align: right;\">\n",
|
| 70 |
+
" <th></th>\n",
|
| 71 |
+
" <th>Image_ID</th>\n",
|
| 72 |
+
" <th>class</th>\n",
|
| 73 |
+
" <th>confidence</th>\n",
|
| 74 |
+
" <th>ymin</th>\n",
|
| 75 |
+
" <th>xmin</th>\n",
|
| 76 |
+
" <th>ymax</th>\n",
|
| 77 |
+
" <th>xmax</th>\n",
|
| 78 |
+
" <th>image_path</th>\n",
|
| 79 |
+
" <th>class_id</th>\n",
|
| 80 |
+
" </tr>\n",
|
| 81 |
+
" </thead>\n",
|
| 82 |
+
" <tbody>\n",
|
| 83 |
+
" <tr>\n",
|
| 84 |
+
" <th>0</th>\n",
|
| 85 |
+
" <td>id_u3q6jdck4j.jpg</td>\n",
|
| 86 |
+
" <td>Trophozoite</td>\n",
|
| 87 |
+
" <td>1.0</td>\n",
|
| 88 |
+
" <td>712</td>\n",
|
| 89 |
+
" <td>1241</td>\n",
|
| 90 |
+
" <td>737</td>\n",
|
| 91 |
+
" <td>1270</td>\n",
|
| 92 |
+
" <td>images\\id_u3q6jdck4j.jpg</td>\n",
|
| 93 |
+
" <td>0</td>\n",
|
| 94 |
+
" </tr>\n",
|
| 95 |
+
" <tr>\n",
|
| 96 |
+
" <th>1</th>\n",
|
| 97 |
+
" <td>id_a6cl90trri.jpg</td>\n",
|
| 98 |
+
" <td>Trophozoite</td>\n",
|
| 99 |
+
" <td>1.0</td>\n",
|
| 100 |
+
" <td>558</td>\n",
|
| 101 |
+
" <td>1566</td>\n",
|
| 102 |
+
" <td>600</td>\n",
|
| 103 |
+
" <td>1604</td>\n",
|
| 104 |
+
" <td>images\\id_a6cl90trri.jpg</td>\n",
|
| 105 |
+
" <td>0</td>\n",
|
| 106 |
+
" </tr>\n",
|
| 107 |
+
" <tr>\n",
|
| 108 |
+
" <th>2</th>\n",
|
| 109 |
+
" <td>id_qvc2le9sm8.jpg</td>\n",
|
| 110 |
+
" <td>Trophozoite</td>\n",
|
| 111 |
+
" <td>1.0</td>\n",
|
| 112 |
+
" <td>1317</td>\n",
|
| 113 |
+
" <td>2788</td>\n",
|
| 114 |
+
" <td>1448</td>\n",
|
| 115 |
+
" <td>2914</td>\n",
|
| 116 |
+
" <td>images\\id_qvc2le9sm8.jpg</td>\n",
|
| 117 |
+
" <td>0</td>\n",
|
| 118 |
+
" </tr>\n",
|
| 119 |
+
" <tr>\n",
|
| 120 |
+
" <th>3</th>\n",
|
| 121 |
+
" <td>id_w8xnbd5rvm.jpg</td>\n",
|
| 122 |
+
" <td>Trophozoite</td>\n",
|
| 123 |
+
" <td>1.0</td>\n",
|
| 124 |
+
" <td>925</td>\n",
|
| 125 |
+
" <td>1744</td>\n",
|
| 126 |
+
" <td>1041</td>\n",
|
| 127 |
+
" <td>1823</td>\n",
|
| 128 |
+
" <td>images\\id_w8xnbd5rvm.jpg</td>\n",
|
| 129 |
+
" <td>0</td>\n",
|
| 130 |
+
" </tr>\n",
|
| 131 |
+
" <tr>\n",
|
| 132 |
+
" <th>4</th>\n",
|
| 133 |
+
" <td>id_6dop09rk02.jpg</td>\n",
|
| 134 |
+
" <td>NEG</td>\n",
|
| 135 |
+
" <td>1.0</td>\n",
|
| 136 |
+
" <td>0</td>\n",
|
| 137 |
+
" <td>0</td>\n",
|
| 138 |
+
" <td>0</td>\n",
|
| 139 |
+
" <td>0</td>\n",
|
| 140 |
+
" <td>images\\id_6dop09rk02.jpg</td>\n",
|
| 141 |
+
" <td>2</td>\n",
|
| 142 |
+
" </tr>\n",
|
| 143 |
+
" </tbody>\n",
|
| 144 |
+
"</table>\n",
|
| 145 |
+
"</div>"
|
| 146 |
+
],
|
| 147 |
+
"text/plain": [
|
| 148 |
+
" Image_ID class confidence ymin xmin ymax xmax \\\n",
|
| 149 |
+
"0 id_u3q6jdck4j.jpg Trophozoite 1.0 712 1241 737 1270 \n",
|
| 150 |
+
"1 id_a6cl90trri.jpg Trophozoite 1.0 558 1566 600 1604 \n",
|
| 151 |
+
"2 id_qvc2le9sm8.jpg Trophozoite 1.0 1317 2788 1448 2914 \n",
|
| 152 |
+
"3 id_w8xnbd5rvm.jpg Trophozoite 1.0 925 1744 1041 1823 \n",
|
| 153 |
+
"4 id_6dop09rk02.jpg NEG 1.0 0 0 0 0 \n",
|
| 154 |
+
"\n",
|
| 155 |
+
" image_path class_id \n",
|
| 156 |
+
"0 images\\id_u3q6jdck4j.jpg 0 \n",
|
| 157 |
+
"1 images\\id_a6cl90trri.jpg 0 \n",
|
| 158 |
+
"2 images\\id_qvc2le9sm8.jpg 0 \n",
|
| 159 |
+
"3 images\\id_w8xnbd5rvm.jpg 0 \n",
|
| 160 |
+
"4 images\\id_6dop09rk02.jpg 2 "
|
| 161 |
+
]
|
| 162 |
+
},
|
| 163 |
+
"execution_count": 7,
|
| 164 |
+
"metadata": {},
|
| 165 |
+
"output_type": "execute_result"
|
| 166 |
+
}
|
| 167 |
+
],
|
| 168 |
+
"source": [
|
| 169 |
+
"# Load train and test files\n",
|
| 170 |
+
"train = pd.read_csv('Train.csv')\n",
|
| 171 |
+
"test = pd.read_csv('Test.csv')\n",
|
| 172 |
+
"ss = pd.read_csv('SampleSubmission.csv')\n",
|
| 173 |
+
"\n",
|
| 174 |
+
"# Add an image_path column\n",
|
| 175 |
+
"train['image_path'] = [Path('images/' + x) for x in train.Image_ID]\n",
|
| 176 |
+
"test['image_path'] = [Path('images/' + x) for x in test.Image_ID]\n",
|
| 177 |
+
"\n",
|
| 178 |
+
"# Map str classes to ints (label encoding targets)\n",
|
| 179 |
+
"train['class_id'] = train['class'].map({'Trophozoite': 0, 'WBC': 1, 'NEG': 2})\n",
|
| 180 |
+
"\n",
|
| 181 |
+
"# Preview the head of the train set\n",
|
| 182 |
+
"train.head()"
|
| 183 |
+
]
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"cell_type": "code",
|
| 187 |
+
"execution_count": null,
|
| 188 |
+
"metadata": {},
|
| 189 |
+
"outputs": [],
|
| 190 |
+
"source": []
|
| 191 |
+
}
|
| 192 |
+
],
|
| 193 |
+
"metadata": {
|
| 194 |
+
"kernelspec": {
|
| 195 |
+
"display_name": "total",
|
| 196 |
+
"language": "python",
|
| 197 |
+
"name": "python3"
|
| 198 |
+
},
|
| 199 |
+
"language_info": {
|
| 200 |
+
"codemirror_mode": {
|
| 201 |
+
"name": "ipython",
|
| 202 |
+
"version": 3
|
| 203 |
+
},
|
| 204 |
+
"file_extension": ".py",
|
| 205 |
+
"mimetype": "text/x-python",
|
| 206 |
+
"name": "python",
|
| 207 |
+
"nbconvert_exporter": "python",
|
| 208 |
+
"pygments_lexer": "ipython3",
|
| 209 |
+
"version": "3.10.12"
|
| 210 |
+
}
|
| 211 |
+
},
|
| 212 |
+
"nbformat": 4,
|
| 213 |
+
"nbformat_minor": 2
|
| 214 |
+
}
|
images.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d17e2ce8c9fb8cb968d2d1e98a0e219853b853fb860d33de5c7ea97940dbef2b
|
| 3 |
+
size 4286091141
|