CropImageSet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def cropImageSet(name):\n",
    "\n",
    "    inputDataPath = \"ocular_disease_fundus/ODIR-5K/ODIR-5K/Actual Training Images/\" + name\n",
    "    outputDataPath = inputDataPath + \"-cropped\"\n",
    "    if(not os.path.isdir(outputDataPath)): os.mkdir(outputDataPath) \n",
    "\n",
    "\n",
    "    def crop_image_only_outside(img,tol=1):\n",
    "        # img is 2D or 3D image data\n",
    "        # tol  is tolerance\n",
    "        mask = img>tol\n",
    "        if img.ndim==3:\n",
    "            mask = mask.all(2)\n",
    "        m,n = mask.shape\n",
    "        mask0,mask1 = mask.any(0),mask.any(1)\n",
    "        col_start,col_end = mask0.argmax(),n-mask0[::-1].argmax()\n",
    "        row_start,row_end = mask1.argmax(),m-mask1[::-1].argmax()\n",
    "        return img[row_start:row_end,col_start:col_end]\n",
    "\n",
    "\n",
    "\n",
    "    for filename in os.listdir(inputDataPath):\n",
    "\n",
    "        if filename.endswith(\".jpg\"):\n",
    "\n",
    "            thisImg = cv2.imread(inputDataPath + \"/\" + filename)\n",
    "\n",
    "            print(\"Cropping \" + filename)\n",
    "\n",
    "            croppedImg = crop_image_only_outside(thisImg)\n",
    "\n",
    "            if(cv2.imwrite(outputDataPath + \"/\" + filename, croppedImg)):\n",
    "                print(\"Saved \" + filename)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Croppping set for amd\n",
      "Cropping 1919_right.jpg\n",
      "Saved 1919_right.jpg\n",
      "Cropping 1841_left.jpg\n",
      "Saved 1841_left.jpg\n",
      "Cropping 1840_left.jpg\n",
      "Saved 1840_left.jpg\n",
      "Cropping 1831_right.jpg\n",
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      "Cropping 2065_left.jpg\n",
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      "Cropping 3979_left.jpg\n",
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      "Cropping 961_right.jpg\n",
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      "Cropping 1942_right.jpg\n",
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      "Cropping 1836_left.jpg\n",
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      "Cropping 1125_right.jpg\n",
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      "Cropping 1890_left.jpg\n",
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      "Cropping 1196_right.jpg\n",
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      "Cropping 1154_left.jpg\n",
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      "Cropping 1942_left.jpg\n",
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      "Cropping 1846_right.jpg\n",
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      "Cropping 1874_left.jpg\n",
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      "Cropping 1856_left.jpg\n",
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      "Cropping 1878_right.jpg\n",
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      "Cropping 1820_left.jpg\n",
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      "Cropping 1886_left.jpg\n",
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      "Cropping 1862_left.jpg\n",
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      "Cropping 1889_right.jpg\n",
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      "Cropping 1830_right.jpg\n",
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      "Cropping 1850_left.jpg\n",
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      "Cropping 1458_left.jpg\n",
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      "Cropping 1880_left.jpg\n",
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      "Cropping 1830_left.jpg\n",
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      "Cropping 1891_right.jpg\n",
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      "Cropping 1868_right.jpg\n",
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      "Cropping 1885_left.jpg\n",
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      "Cropping 1854_left.jpg\n",
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      "Cropping 1191_left.jpg\n",
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      "Cropping 1850_right.jpg\n",
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      "Cropping 1844_right.jpg\n",
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      "Cropping 1893_left.jpg\n",
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      "Cropping 1295_right.jpg\n",
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      "Cropping 1892_right.jpg\n",
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      "Cropping 1892_left.jpg\n",
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      "Cropping 1886_right.jpg\n",
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      "Cropping 1835_right.jpg\n",
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      "Cropping 1085_left.jpg\n",
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      "Cropping 1876_right.jpg\n",
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      "Cropping 1862_right.jpg\n",
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      "Croppping set for cataracts\n",
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    },
    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "diseases = [\"amd\", \"cataracts\", \"diabetes\", \"glaucoma\", \"hypertension\", \"myopia\", \"normal\"]\n",
    "\n",
    "for disease in diseases:\n",
    "    print(\"Croppping set for \" + disease)\n",
    "    cropImageSet(disease)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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