process_mask.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process JSON to Mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import cv2\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Reading the JSON file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'info': {'year': '2024', 'version': '1', 'description': 'Exported from roboflow.com', 'contributor': '', 'url': 'https://public.roboflow.com/object-detection/undefined', 'date_created': '2024-03-02T15:34:40+00:00'}, 'licenses': [{'id': 1, 'url': 'https://creativecommons.org/licenses/by/4.0/', 'name': 'CC BY 4.0'}], 'categories': [{'id': 0, 'name': 'tooth-ysIJ', 'supercategory': 'none'}, {'id': 1, 'name': 'tooth', 'supercategory': 'tooth-ysIJ'}], 'images': [{'id': 0, 'license': 1, 'file_name': '41_jpg.rf.1f4d4d2a4c99bcadc540f5683c6c2136.jpg', 'height': 640, 'width': 640, 'date_captured': '2024-03-02T15:34:40+00:00'}, {'id': 1, 'license': 1, 'file_name': '80_jpg.rf.0144173770cd973136022983fd42661a.jpg', 'height': 640, 'width': 640, 'date_captured': '2024-03-02T15:34:40+00:00'}, {'id': 2, 'license': 1, 'file_name': '16_jpg.rf.2861fdb5ed12dc329c6be0bff8becdac.jpg', 'height': 640, 'width': 640, 'date_captured': '2024-03-02T15:34:40+00:00'}, {'id': 3, 'license': 1, 'file_name': 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28.883, 68.571, 77.246, 27.755, 126.28, 0.544, 173.3, 5.986, 223.678, 54.966, 283.459, 114.83, 344.584, 122.993, 407.725, 122.993, 452.729, 87.619, 478.254, 57.687, 538.707, 114.83, 597.145, 193.741, 626.029, 305.306, 634.761, 471.293, 632.746, 591.02, 626.029, 620.952, 12.091, 566.531, 0, 242.721, 0]], 'iscrowd': 0}, {'id': 67, 'image_id': 67, 'category_id': 1, 'bbox': [20, 16, 604.143, 613.923], 'area': 370897.368, 'segmentation': [[55.744, 73.382, 28.625, 91.073, 21.092, 114.66, 39.171, 142.834, 55.744, 205.733, 33.145, 269.287, 30.132, 329.566, 34.652, 382.637, 19.586, 417.363, 37.665, 463.227, 57.25, 507.125, 55.744, 545.782, 43.691, 596.233, 52.731, 614.578, 88.889, 629.648, 141.62, 626.372, 194.35, 626.372, 248.588, 609.992, 307.345, 570.025, 337.476, 534.644, 388.701, 470.434, 412.806, 422.604, 441.431, 357.74, 456.497, 297.461, 462.524, 248.976, 488.136, 213.595, 507.721, 194.595, 539.36, 166.421, 596.61, 114.005, 623.729, 74.693, 611.676, 56.347, 567.985, 43.898, 417.326, 32.76, 287.759, 25.553, 222.976, 24.242, 129.567, 15.725, 82.863, 22.277, 57.25, 33.415, 55.744, 52.416, 55.744, 73.382]], 'iscrowd': 0}, {'id': 68, 'image_id': 68, 'category_id': 1, 'bbox': [13, 8, 574.493, 614.07], 'area': 352778.852, 'segmentation': [[230.216, 281.879, 258.47, 321.226, 311.838, 383.149, 361.02, 430.236, 394.506, 483.773, 444.735, 557.307, 466.71, 603.104, 492.871, 616.005, 544.146, 621.81, 558.797, 599.879, 574.493, 572.143, 587.05, 535.376, 578.679, 515.38, 567.168, 470.873, 538.914, 414.11, 527.404, 379.923, 494.964, 299.294, 484.5, 232.856, 478.221, 198.025, 452.06, 172.868, 429.039, 124.491, 419.621, 85.144, 423.806, 53.538, 402.878, 16.126, 386.135, 7.74, 314.977, 16.126, 222.891, 22.576, 167.43, 22.576, 123.479, 40.637, 50.229, 69.663, 12.557, 98.045, 19.882, 113.525, 37.672, 132.231, 81.622, 156.743, 125.572, 187.704, 178.94, 207.055, 198.823, 234.146, 230.216, 281.879]], 'iscrowd': 0}, {'id': 69, 'image_id': 69, 'category_id': 1, 'bbox': [35, 17, 556.432, 593.741], 'area': 330376.466, 'segmentation': [[572.98, 128.569, 591.597, 42.641, 560.569, 24.551, 438.526, 16.798, 312.346, 16.798, 159.276, 18.736, 49.644, 31.012, 41.37, 62.669, 35.165, 107.894, 70.33, 139.552, 109.632, 171.209, 115.837, 211.912, 134.454, 277.165, 171.687, 342.419, 229.606, 456.774, 256.496, 508.46, 306.141, 563.376, 337.169, 587.927, 374.402, 603.432, 421.978, 607.955, 469.554, 610.539, 502.65, 597.618, 517.13, 554.977, 529.541, 501.999, 539.884, 417.363, 544.021, 306.239, 552.295, 187.361, 572.98, 128.569]], 'iscrowd': 0}, {'id': 70, 'image_id': 70, 'category_id': 1, 'bbox': [40, 15, 566.914, 525.714], 'area': 298034.57, 'segmentation': [[88.889, 122.54, 120.494, 160, 132.346, 193.651, 138.272, 264.762, 152.099, 321.905, 181.728, 424.127, 215.309, 490.159, 274.568, 525.714, 365.432, 540.317, 428.642, 535.873, 485.926, 520.635, 511.605, 483.175, 535.309, 426.032, 568.889, 334.603, 592.593, 254.603, 596.543, 171.429, 606.42, 118.095, 586.667, 58.413, 513.58, 46.984, 399.012, 41.27, 237.037, 22.222, 114.568, 14.603, 39.506, 14.603, 39.506, 44.444, 57.284, 81.27, 88.889, 122.54]], 'iscrowd': 0}, {'id': 71, 'image_id': 71, 'category_id': 1, 'bbox': [31, 10, 609.216, 602.988], 'area': 367349.69, 'segmentation': [[640, 54.631, 617.22, 39.607, 541.799, 20.487, 429.437, 9.56, 326.311, 14.341, 238.576, 30.73, 163.155, 57.362, 113.901, 83.995, 95.43, 117.456, 113.901, 131.797, 133.911, 168.673, 129.293, 199.402, 106.205, 249.936, 72.342, 318.224, 52.333, 373.538, 38.48, 445.924, 30.784, 493.043, 47.715, 519.676, 83.117, 541.528, 101.587, 572.941, 126.215, 591.379, 158.538, 612.548, 220.106, 612.548, 275.517, 601.622, 300.144, 579.77, 327.85, 544.942, 338.624, 512.847, 358.634, 486.897, 420.202, 422.023, 492.544, 359.198, 560.269, 301.835, 604.906, 247.887, 603.367, 223.986, 586.436, 195.988, 606.445, 170.721, 640, 150.235, 640, 54.631]], 'iscrowd': 0}]}\n"
     ]
    }
   ],
   "source": [
    "file = open(r\"dataset\\train\\_annotations.coco.json\", \"r\")\n",
    "data = json.load(file)\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dir = \"dataset/train/Images\"\n",
    "mask_dir = \"dataset/train/Masks\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Images and Annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = data[\"images\"]\n",
    "annots = data[\"annotations\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'segmentation': [[135.123, 0, 96.367, 49.495, 50.278, 144.525, 24.092, 250.773, 35.614, 320.726, 45.041, 403.877, 54.468, 420.375, 41.899, 483.729, 48.183, 554.341, 58.658, 589.977, 91.129, 607.795, 148.74, 624.294, 189.591, 631.553, 306.907, 626.273, 458.789, 613.075, 570.867, 590.637, 622.193, 563.58, 625.336, 523.984, 620.098, 500.227, 601.244, 466.57, 563.535, 429.614, 527.921, 398.598, 491.26, 366.261, 445.172, 283.11, 413.748, 218.437, 303.764, 68.633, 260.818, 15.178, 243.011, 4.62, 218.92, 0, 135.123, 0]], 'iscrowd': 0}, {'id': 52, 'image_id': 52, 'category_id': 1, 'bbox': [30, 8, 600.416, 589.474], 'area': 353929.314, 'segmentation': [[63.202, 254.575, 56.549, 303.158, 56.549, 325.83, 98.129, 427.53, 172.973, 514.332, 229.522, 569.393, 281.081, 584.939, 400.832, 597.895, 497.297, 588.826, 515.593, 557.085, 545.53, 509.798, 575.468, 461.862, 580.457, 380.243, 578.794, 333.603, 585.447, 269.474, 588.773, 234.494, 602.079, 163.239, 628.69, 106.883, 630.353, 67.368, 607.069, 23.32, 547.193, 8.421, 460.707, 10.364, 297.713, 18.785, 96.466, 34.98, 49.896, 36.275, 39.917, 48.583, 36.59, 70.607, 29.938, 104.291, 39.917, 146.397, 49.896, 194.98, 63.202, 254.575]], 'iscrowd': 0}, {'id': 53, 'image_id': 53, 'category_id': 1, 'bbox': [33, 17, 542.373, 603.725], 'area': 327443.903, 'segmentation': [[310.821, 539.595, 340.026, 584.939, 337.94, 601.134, 381.747, 616.68, 475.619, 620.567, 523.598, 606.964, 536.115, 581.053, 531.943, 548.664, 561.147, 494.251, 575.75, 420.405, 565.319, 337.49, 552.803, 266.235, 556.975, 194.98, 563.233, 152.227, 571.578, 82.267, 563.233, 28.502, 513.168, 22.024, 406.78, 18.785, 164.798, 16.842, 33.377, 25.263, 43.807, 42.753, 56.323, 69.96, 73.012, 111.417, 110.561, 156.761, 200.261, 372.47, 248.24, 431.417, 310.821, 539.595]], 'iscrowd': 0}, {'id': 54, 'image_id': 54, 'category_id': 1, 'bbox': [17, 9, 587.879, 620.814], 'area': 364963.208, 'segmentation': [[95.758, 583.812, 158.788, 600.942, 253.333, 614.647, 364.848, 629.722, 476.364, 627.666, 578.182, 617.388, 604.848, 599.572, 603.636, 574.218, 592.727, 507.752, 587.879, 459.101, 560, 390.578, 536.97, 296.017, 526.061, 209.679, 490.909, 124.711, 459.394, 45.91, 414.545, 19.186, 327.273, 8.908, 288.485, 23.298, 233.939, 58.244, 210.909, 102.784, 183.03, 134.989, 163.636, 197.345, 124.848, 247.366, 96.97, 280.257, 81.212, 317.259, 76.364, 365.225, 54.545, 395.375, 32.727, 433.747, 16.97, 489.251, 27.879, 512.548, 52.121, 551.606, 95.758, 583.812]], 'iscrowd': 0}, {'id': 55, 'image_id': 55, 'category_id': 1, 'bbox': [21, 12, 607.839, 617.58], 'area': 375389.098, 'segmentation': [[32.161, 349.894, 30.553, 404.926, 20.905, 451.805, 43.417, 483.737, 70.754, 537.41, 107.739, 584.289, 138.291, 614.862, 186.533, 629.13, 255.678, 629.809, 344.121, 583.609, 426.131, 493.928, 475.98, 411.04, 514.573, 350.573, 532.261, 294.183, 545.126, 255.456, 566.03, 233.036, 599.799, 191.592, 604.623, 150.828, 604.623, 133.163, 623.92, 108.025, 628.744, 86.285, 586.935, 63.864, 517.789, 48.917, 421.307, 36.008, 340.905, 23.779, 263.719, 12.229, 196.181, 12.229, 139.899, 33.97, 96.482, 59.788, 62.714, 98.514, 53.065, 120.934, 85.226, 180.042, 69.146, 233.715, 30.553, 292.824, 32.161, 349.894]], 'iscrowd': 0}, {'id': 56, 'image_id': 56, 'category_id': 1, 'bbox': [32, 1, 584.127, 637.217], 'area': 372215.873, 'segmentation': [[33.862, 608.696, 93.122, 619.826, 190.476, 630.261, 277.249, 638.609, 406.349, 627.478, 516.402, 605.217, 573.545, 583.652, 607.407, 550.957, 615.873, 509.913, 554.497, 478.609, 514.286, 460.522, 516.402, 430.609, 512.169, 373.565, 505.82, 325.565, 478.307, 294.957, 461.376, 262.261, 425.397, 201.043, 425.397, 166.957, 359.788, 123.826, 332.275, 90.435, 279.365, 45.217, 258.201, 12.522, 234.921, 1.391, 114.286, 2.087, 31.746, 23.652, 33.862, 608.696]], 'iscrowd': 0}, {'id': 57, 'image_id': 57, 'category_id': 1, 'bbox': [14, 20, 604.893, 611.707], 'area': 370017.507, 'segmentation': [[608.682, 501.678, 551.855, 442.079, 526.598, 397.544, 517.758, 379.861, 508.919, 344.494, 505.13, 293.41, 515.233, 243.635, 522.81, 214.163, 501.342, 178.797, 474.822, 114.613, 458.406, 85.141, 425.572, 55.014, 402.841, 44.535, 357.38, 30.127, 320.758, 27.507, 270.245, 27.507, 210.892, 19.648, 175.533, 31.437, 121.231, 47.81, 108.603, 74.007, 106.077, 118.543, 113.654, 144.74, 117.443, 184.036, 106.077, 228.571, 93.449, 268.522, 94.712, 311.093, 107.34, 352.354, 92.186, 390.995, 88.398, 425.051, 61.878, 451.903, 30.308, 470.896, 13.891, 493.819, 31.571, 501.023, 71.981, 523.291, 119.968, 540.974, 152.802, 542.939, 204.578, 537.7, 252.565, 541.629, 327.072, 553.418, 322.021, 608.432, 337.174, 629.39, 375.059, 631.355, 424.309, 625.461, 487.451, 618.256, 548.066, 595.989, 601.105, 563.897, 618.785, 531.805, 608.682, 501.678]], 'iscrowd': 0}, {'id': 58, 'image_id': 58, 'category_id': 1, 'bbox': [14, 20, 604.893, 611.707], 'area': 370017.507, 'segmentation': [[487.451, 618.256, 548.066, 595.989, 601.105, 563.897, 618.785, 531.805, 608.682, 501.678, 551.855, 442.079, 526.598, 397.544, 517.758, 379.861, 508.919, 344.494, 505.13, 293.41, 515.233, 243.635, 522.81, 214.163, 501.342, 178.797, 474.822, 114.613, 458.406, 85.141, 425.572, 55.014, 402.841, 44.535, 357.38, 30.127, 320.758, 27.507, 270.245, 27.507, 210.892, 19.648, 175.533, 31.437, 121.231, 47.81, 108.603, 74.007, 106.077, 118.543, 113.654, 144.74, 117.443, 184.036, 106.077, 228.571, 93.449, 268.522, 94.712, 311.093, 107.34, 352.354, 92.186, 390.995, 88.398, 425.051, 61.878, 451.903, 30.308, 470.896, 13.891, 493.819, 31.571, 501.023, 71.981, 523.291, 119.968, 540.974, 152.802, 542.939, 204.578, 537.7, 252.565, 541.629, 327.072, 553.418, 322.021, 608.432, 337.174, 629.39, 375.059, 631.355, 424.309, 625.461, 487.451, 618.256]], 'iscrowd': 0}, {'id': 59, 'image_id': 59, 'category_id': 1, 'bbox': [18, 10, 584.091, 558.389], 'area': 326150.089, 'segmentation': [[279.545, 501.769, 297.727, 540.167, 347.727, 568.151, 438.636, 568.151, 565.909, 555.786, 600, 507.627, 602.273, 453.61, 593.182, 344.275, 586.364, 263.575, 581.818, 148.383, 597.727, 98.271, 565.909, 51.413, 550, 11.064, 472.727, 9.762, 322.727, 23.429, 120.455, 50.112, 18.182, 63.779, 36.364, 135.367, 56.818, 175.066, 86.364, 231.686, 118.182, 285.052, 152.273, 334.513, 206.818, 402.847, 279.545, 501.769]], 'iscrowd': 0}, {'id': 60, 'image_id': 60, 'category_id': 1, 'bbox': [33, 17, 542.373, 603.725], 'area': 327443.903, 'segmentation': [[475.619, 620.567, 523.598, 606.964, 536.115, 581.053, 531.943, 548.664, 561.147, 494.251, 575.75, 420.405, 565.319, 337.49, 552.803, 266.235, 556.975, 194.98, 563.233, 152.227, 571.578, 82.267, 563.233, 28.502, 513.168, 22.024, 406.78, 18.785, 164.798, 16.842, 33.377, 25.263, 43.807, 42.753, 56.323, 69.96, 73.012, 111.417, 110.561, 156.761, 200.261, 372.47, 248.24, 431.417, 310.821, 539.595, 340.026, 584.939, 337.94, 601.134, 381.747, 616.68, 475.619, 620.567]], 'iscrowd': 0}, {'id': 61, 'image_id': 61, 'category_id': 1, 'bbox': [12, 17, 605.969, 620.606], 'area': 376068.111, 'segmentation': [[454.477, 627.071, 490.703, 620.606, 533.516, 607.677, 565.352, 583.111, 597.187, 543.677, 612.556, 517.172, 615.849, 481.616, 603.774, 438.949, 603.774, 408.566, 615.849, 358.141, 618.045, 287.677, 600.48, 210.747, 573.036, 141.576, 528.027, 91.798, 495.094, 46.545, 450.086, 20.04, 417.153, 16.808, 385.317, 43.313, 345.798, 65.293, 297.496, 117.01, 254.683, 170.02, 200.892, 251.475, 154.786, 321.293, 131.732, 375.596, 95.506, 443.475, 52.693, 496.485, 27.444, 545.616, 12.075, 596.04, 60.377, 622.545, 100.995, 634.828, 165.763, 637.414, 238.216, 628.364, 295.3, 630.303, 367.753, 630.303, 454.477, 627.071]], 'iscrowd': 0}, {'id': 62, 'image_id': 62, 'category_id': 1, 'bbox': [24, 0, 601.244, 631.553], 'area': 379717.304, 'segmentation': [[135.123, 0, 96.367, 49.495, 50.278, 144.525, 24.092, 250.773, 35.614, 320.726, 45.041, 403.877, 54.468, 420.375, 41.899, 483.729, 48.183, 554.341, 58.658, 589.977, 91.129, 607.795, 148.74, 624.294, 189.591, 631.553, 306.907, 626.273, 458.789, 613.075, 570.867, 590.637, 622.193, 563.58, 625.336, 523.984, 620.098, 500.227, 601.244, 466.57, 563.535, 429.614, 527.921, 398.598, 491.26, 366.261, 445.172, 283.11, 413.748, 218.437, 303.764, 68.633, 260.818, 15.178, 243.011, 4.62, 218.92, 0, 135.123, 0]], 'iscrowd': 0}, {'id': 63, 'image_id': 63, 'category_id': 1, 'bbox': [17, 7, 623.268, 625.912], 'area': 390110.873, 'segmentation': [[640, 307.925, 606.536, 298.532, 564.706, 293.836, 537.516, 266.331, 533.333, 237.484, 550.065, 215.346, 606.536, 176.436, 610.719, 157.652, 579.346, 112.034, 487.32, 63.061, 405.752, 18.113, 338.824, 7.379, 221.699, 10.063, 158.954, 32.201, 94.118, 93.249, 60.654, 146.247, 48.105, 227.421, 29.281, 295.849, 16.732, 334.088, 60.654, 376.352, 33.464, 417.275, 37.647, 480.335, 87.843, 541.384, 144.314, 578.952, 230.065, 617.862, 317.908, 633.291, 395.294, 627.925, 483.137, 615.178, 552.157, 603.103, 612.81, 580.964, 640, 564.864, 640, 307.925]], 'iscrowd': 0}, {'id': 64, 'image_id': 64, 'category_id': 1, 'bbox': [21, 12, 607.839, 617.58], 'area': 375389.098, 'segmentation': [[53.065, 120.934, 85.226, 180.042, 69.146, 233.715, 30.553, 292.824, 32.161, 349.894, 30.553, 404.926, 20.905, 451.805, 43.417, 483.737, 70.754, 537.41, 107.739, 584.289, 138.291, 614.862, 186.533, 629.13, 255.678, 629.809, 344.121, 583.609, 426.131, 493.928, 475.98, 411.04, 514.573, 350.573, 532.261, 294.183, 545.126, 255.456, 566.03, 233.036, 599.799, 191.592, 604.623, 150.828, 604.623, 133.163, 623.92, 108.025, 628.744, 86.285, 586.935, 63.864, 517.789, 48.917, 421.307, 36.008, 340.905, 23.779, 263.719, 12.229, 196.181, 12.229, 139.899, 33.97, 96.482, 59.788, 62.714, 98.514, 53.065, 120.934]], 'iscrowd': 0}, {'id': 65, 'image_id': 65, 'category_id': 1, 'bbox': [35, 9, 587.879, 620.814], 'area': 364963.208, 'segmentation': [[585.455, 395.375, 563.636, 365.225, 558.788, 317.259, 543.03, 280.257, 515.152, 247.366, 476.364, 197.345, 456.97, 134.989, 429.091, 102.784, 406.061, 58.244, 351.515, 23.298, 312.727, 8.908, 225.455, 19.186, 180.606, 45.91, 149.091, 124.711, 113.939, 209.679, 103.03, 296.017, 80, 390.578, 52.121, 459.101, 47.273, 507.752, 36.364, 574.218, 35.152, 599.572, 61.818, 617.388, 163.636, 627.666, 275.152, 629.722, 386.667, 614.647, 481.212, 600.942, 544.242, 583.812, 587.879, 551.606, 612.121, 512.548, 623.03, 489.251, 607.273, 433.747, 585.455, 395.375]], 'iscrowd': 0}, {'id': 66, 'image_id': 66, 'category_id': 1, 'bbox': [1, 0, 620.408, 634.761], 'area': 393810.723, 'segmentation': [[242.721, 0, 142.041, 9.404, 93.061, 28.883, 68.571, 77.246, 27.755, 126.28, 0.544, 173.3, 5.986, 223.678, 54.966, 283.459, 114.83, 344.584, 122.993, 407.725, 122.993, 452.729, 87.619, 478.254, 57.687, 538.707, 114.83, 597.145, 193.741, 626.029, 305.306, 634.761, 471.293, 632.746, 591.02, 626.029, 620.952, 12.091, 566.531, 0, 242.721, 0]], 'iscrowd': 0}, {'id': 67, 'image_id': 67, 'category_id': 1, 'bbox': [20, 16, 604.143, 613.923], 'area': 370897.368, 'segmentation': [[55.744, 73.382, 28.625, 91.073, 21.092, 114.66, 39.171, 142.834, 55.744, 205.733, 33.145, 269.287, 30.132, 329.566, 34.652, 382.637, 19.586, 417.363, 37.665, 463.227, 57.25, 507.125, 55.744, 545.782, 43.691, 596.233, 52.731, 614.578, 88.889, 629.648, 141.62, 626.372, 194.35, 626.372, 248.588, 609.992, 307.345, 570.025, 337.476, 534.644, 388.701, 470.434, 412.806, 422.604, 441.431, 357.74, 456.497, 297.461, 462.524, 248.976, 488.136, 213.595, 507.721, 194.595, 539.36, 166.421, 596.61, 114.005, 623.729, 74.693, 611.676, 56.347, 567.985, 43.898, 417.326, 32.76, 287.759, 25.553, 222.976, 24.242, 129.567, 15.725, 82.863, 22.277, 57.25, 33.415, 55.744, 52.416, 55.744, 73.382]], 'iscrowd': 0}, {'id': 68, 'image_id': 68, 'category_id': 1, 'bbox': [13, 8, 574.493, 614.07], 'area': 352778.852, 'segmentation': [[230.216, 281.879, 258.47, 321.226, 311.838, 383.149, 361.02, 430.236, 394.506, 483.773, 444.735, 557.307, 466.71, 603.104, 492.871, 616.005, 544.146, 621.81, 558.797, 599.879, 574.493, 572.143, 587.05, 535.376, 578.679, 515.38, 567.168, 470.873, 538.914, 414.11, 527.404, 379.923, 494.964, 299.294, 484.5, 232.856, 478.221, 198.025, 452.06, 172.868, 429.039, 124.491, 419.621, 85.144, 423.806, 53.538, 402.878, 16.126, 386.135, 7.74, 314.977, 16.126, 222.891, 22.576, 167.43, 22.576, 123.479, 40.637, 50.229, 69.663, 12.557, 98.045, 19.882, 113.525, 37.672, 132.231, 81.622, 156.743, 125.572, 187.704, 178.94, 207.055, 198.823, 234.146, 230.216, 281.879]], 'iscrowd': 0}, {'id': 69, 'image_id': 69, 'category_id': 1, 'bbox': [35, 17, 556.432, 593.741], 'area': 330376.466, 'segmentation': [[572.98, 128.569, 591.597, 42.641, 560.569, 24.551, 438.526, 16.798, 312.346, 16.798, 159.276, 18.736, 49.644, 31.012, 41.37, 62.669, 35.165, 107.894, 70.33, 139.552, 109.632, 171.209, 115.837, 211.912, 134.454, 277.165, 171.687, 342.419, 229.606, 456.774, 256.496, 508.46, 306.141, 563.376, 337.169, 587.927, 374.402, 603.432, 421.978, 607.955, 469.554, 610.539, 502.65, 597.618, 517.13, 554.977, 529.541, 501.999, 539.884, 417.363, 544.021, 306.239, 552.295, 187.361, 572.98, 128.569]], 'iscrowd': 0}, {'id': 70, 'image_id': 70, 'category_id': 1, 'bbox': [40, 15, 566.914, 525.714], 'area': 298034.57, 'segmentation': [[88.889, 122.54, 120.494, 160, 132.346, 193.651, 138.272, 264.762, 152.099, 321.905, 181.728, 424.127, 215.309, 490.159, 274.568, 525.714, 365.432, 540.317, 428.642, 535.873, 485.926, 520.635, 511.605, 483.175, 535.309, 426.032, 568.889, 334.603, 592.593, 254.603, 596.543, 171.429, 606.42, 118.095, 586.667, 58.413, 513.58, 46.984, 399.012, 41.27, 237.037, 22.222, 114.568, 14.603, 39.506, 14.603, 39.506, 44.444, 57.284, 81.27, 88.889, 122.54]], 'iscrowd': 0}, {'id': 71, 'image_id': 71, 'category_id': 1, 'bbox': [31, 10, 609.216, 602.988], 'area': 367349.69, 'segmentation': [[640, 54.631, 617.22, 39.607, 541.799, 20.487, 429.437, 9.56, 326.311, 14.341, 238.576, 30.73, 163.155, 57.362, 113.901, 83.995, 95.43, 117.456, 113.901, 131.797, 133.911, 168.673, 129.293, 199.402, 106.205, 249.936, 72.342, 318.224, 52.333, 373.538, 38.48, 445.924, 30.784, 493.043, 47.715, 519.676, 83.117, 541.528, 101.587, 572.941, 126.215, 591.379, 158.538, 612.548, 220.106, 612.548, 275.517, 601.622, 300.144, 579.77, 327.85, 544.942, 338.624, 512.847, 358.634, 486.897, 420.202, 422.023, 492.544, 359.198, 560.269, 301.835, 604.906, 247.887, 603.367, 223.986, 586.436, 195.988, 606.445, 170.721, 640, 150.235, 640, 54.631]], 'iscrowd': 0}]\n"
     ]
    }
   ],
   "source": [
    "print(images)\n",
    "print(annots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Loop over the data and save the Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for x, y in zip(images, annots):\n",
    "    file = x[\"file_name\"]\n",
    "    h = x[\"height\"]\n",
    "    w = x[\"width\"]\n",
    "    \n",
    "    mask = np.zeros((h, w))\n",
    "    seg = y[\"segmentation\"]\n",
    "    \n",
    "    for points in seg:\n",
    "        contours = []\n",
    "        for i in range(0, len(points), 2):\n",
    "            contours.append((points[i], points[i+1]))\n",
    "            \n",
    "        contours = np.array(contours, dtype=np.int32)\n",
    "        \n",
    "        cv2.drawContours(mask, [contours], -1, 255, -1)\n",
    "    cv2.imwrite(f\"{mask_dir}/{file}\", mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_1, id_2 = 0, 0\n",
    "while id_1 < len(images) or id_2 < len(annots):\n",
    "    file = images[id_1][\"file_name\"]\n",
    "    h = images[id_1][\"height\"]\n",
    "    w = images[id_1][\"width\"]\n",
    "    \n",
    "    mask = np.zeros((h, w))\n",
    "    \n",
    "    while id_2 < len(annots) and images[id_1][\"id\"] == annots[id_2][\"image_id\"]:\n",
    "        contours = []\n",
    "        points = annots[id_2][\"segmentation\"][0]\n",
    "        for i in range(0, len(points), 2):\n",
    "            contours.append((points[i], points[i+1]))\n",
    "            \n",
    "        contours = np.array(contours, dtype=np.int32)\n",
    "        cv2.drawContours(mask, [contours], -1, 255, -1)\n",
    "\n",
    "        id_2 += 1\n",
    "        \n",
    "    cv2.imwrite(f\"{mask_dir}/{file}\", mask)\n",
    "    \n",
    "    id_1 += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "72\n",
      "72\n",
      "{'id': 2, 'license': 1, 'file_name': '16_jpg.rf.2861fdb5ed12dc329c6be0bff8becdac.jpg', 'height': 640, 'width': 640, 'date_captured': '2024-03-02T15:34:40+00:00'}\n"
     ]
    }
   ],
   "source": [
    "for x in images:\n",
    "    print(x)\n",
    "print()\n",
    "for y in annots:\n",
    "    print(y)\n",
    "print()\n",
    "    \n",
    "\n",
    "print(type(images[0]), images)\n",
    "print(len(images))\n",
    "print(len(annots))\n",
    "print(images[2])"
   ]
  }
 ],
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