image_labeling_missing_data_modis_terra.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import cv2\n",
    "\n",
    "import scipy\n",
    "from scipy import ndimage\n",
    "\n",
    "from features import rgb2gray\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (30.0, 16.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "text": [
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'2018-04-13': 197, '2018-04-14': 240, '2018-04-15': 240, '2018-04-16': 266, '2018-04-17': 263, '2018-04-18': 319, '2018-04-19': 339, '2018-04-20': 209, '2018-04-21': 218, '2018-04-22': 204, '2018-04-23': 247, '2018-04-24': 241, '2018-04-25': 198, '2018-04-26': 243, '2018-04-27': 327, '2018-04-28': 189, '2018-04-29': 188, '2018-04-30': 232, '2018-05-01': 308, '2018-05-02': 264, '2018-05-03': 207, '2018-05-04': 248, '2018-05-05': 181, '2018-05-06': 252, '2018-05-07': 266, '2018-05-08': 297, '2018-05-09': 343, '2018-05-10': 413, '2018-05-11': 614, '2018-05-12': 416, '2018-05-13': 281, '2018-05-14': 201, '2018-05-15': 369, '2018-05-16': 218, '2018-05-17': 222, '2018-05-18': 503, '2018-05-19': 297, '2018-05-20': 319, '2018-05-21': 487, '2018-05-22': 418, '2018-05-23': 353, '2018-05-24': 335, '2018-05-25': 352, '2018-05-26': 416, '2018-05-27': 358, '2018-05-28': 304, '2018-05-29': 433, '2018-05-30': 326, '2018-05-31': 297, '2018-06-01': 484, '2018-06-02': 448, '2018-06-03': 451, '2018-06-04': 420, '2018-06-05': 597, '2018-06-06': 263, '2018-06-07': 328, '2018-06-08': 312, '2018-06-09': 229, '2018-06-10': 282, '2018-06-11': 296, '2018-06-12': 292, '2018-06-13': 262, '2018-06-14': 353, '2018-06-15': 376, '2018-06-16': 310, '2018-06-17': 500, '2018-06-18': 283, '2018-06-19': 372, '2018-06-20': 331, '2018-06-21': 313, '2018-06-22': 299, '2018-06-23': 291, '2018-06-24': 217, '2018-06-25': 349, '2018-06-26': 386}\n"
     ]
    }
   ],
   "source": [
    "layer_name = 'MODIS_Terra_CorrectedReflectance_TrueColor'\n",
    "img_extension = \".jpg\"\n",
    "\n",
    "mask_name = 'MODIS_Terra_Data_No_Data'\n",
    "mask_extension = \".png\"\n",
    "\n",
    "data_dir = 'data/4326/'\n",
    "\n",
    "labels_file = os.path.join(data_dir, layer_name + \".txt\")\n",
    "\n",
    "img_size = (8192, 4096)\n",
    "\n",
    "def parse_labels(label_arr):\n",
    "    \"\"\"    \n",
    "    None = Normal\n",
    "    1 = missing data (expected)\n",
    "    2 = missing data (unexpected)\n",
    "    3 = miscoloration\n",
    "    4 = edge warping\n",
    "    5 = eclipse (missing data)\n",
    "    6 = eclipse (only miscoloration)\n",
    "    \"\"\"\n",
    "    label = 0\n",
    "    if len(label_arr) == 0:\n",
    "        label = 0\n",
    "    else:\n",
    "        if 1 in label_arr or 2 in label_arr or 5 in label_arr: # missing data labels!\n",
    "            label = 1\n",
    "        else:\n",
    "            label = 0\n",
    "    return label\n",
    "\n",
    "# Check the labels file exists!\n",
    "assert os.path.exists(labels_file), \"Cannot find the {} file\".format(layer_name + \".txt\")\n",
    "        \n",
    "# Read in the file line by line\n",
    "results_dict = {}\n",
    "with open(labels_file) as f:\n",
    "    file_lines = f.read().splitlines()\n",
    "    num_total_img = len(file_lines)\n",
    "    for line in file_lines:\n",
    "        line_list = line.split()  \n",
    "        split = line_list[0]\n",
    "        datestring = line_list[1]\n",
    "        label_arr = [int(item) for item in line_list[2:]]\n",
    "        label = parse_labels(label_arr)\n",
    "        \n",
    "#         image = Image.open(os.path.join(data_dir, datestring, layer_name + img_extension))\n",
    "#         mask_img = Image.open(os.path.join(data_dir, datestring, mask_name + mask_extension))\n",
    "#         print(datestring)\n",
    "        \n",
    "        # Construct and resize the image\n",
    "        filename = os.path.join(data_dir, datestring, layer_name + img_extension)\n",
    "        image = np.asarray(Image.open(filename).resize(img_size, Image.BILINEAR))\n",
    "        \n",
    "        # Grayscale the image\n",
    "        image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "        \n",
    "        # Threshold the image to black and white\n",
    "        _, image = cv2.threshold(image, 0, 255, cv2.THRESH_BINARY)\n",
    "        \n",
    "        # Get the mask image\n",
    "        mask_filename = os.path.join(data_dir, datestring, mask_name + mask_extension)\n",
    "        mask_img = np.asarray(Image.open(mask_filename).resize(img_size, Image.BILINEAR))\n",
    "        \n",
    "        # Grayscale and threshold to black and white\n",
    "        mask_img = cv2.cvtColor(mask_img, cv2.COLOR_BGR2GRAY)\n",
    "        _, mask_img = cv2.threshold(mask_img, 0, 255, cv2.THRESH_BINARY_INV)\n",
    "        \n",
    "        result = cv2.bitwise_or(image,image,mask = mask_img)\n",
    "        print(\"{}: {}\".format(datestring, np.sum(result - mask_img)))\n",
    "        results_dict[datestring] = np.sum(result - mask_img)\n",
    "print(results_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2016-02-06: 89\n",
      "2015-12-15: 89\n",
      "2014-11-21: 88\n",
      "2017-10-06: 87\n",
      "2015-10-16: 87\n",
      "2014-10-18: 87\n",
      "2014-12-03: 86\n",
      "2014-10-22: 85\n",
      "2014-02-25: 85\n",
      "2017-10-02: 82\n",
      "2016-02-05: 82\n",
      "2016-01-04: 82\n",
      "2014-10-26: 82\n",
      "2017-03-05: 80\n",
      "2017-03-02: 79\n",
      "2015-09-22: 79\n",
      "2014-11-17: 78\n",
      "2016-01-12: 77\n",
      "2004-02-19: 77\n",
      "2003-12-24: 76\n",
      "2015-10-12: 75\n",
      "2015-10-05: 73\n",
      "2015-11-26: 69\n",
      "2015-10-14: 69\n",
      "2016-10-19: 66\n",
      "2015-10-09: 66\n",
      "2015-10-03: 66\n",
      "2017-10-04: 65\n",
      "2015-11-06: 63\n",
      "2015-10-23: 57\n",
      "2014-12-02: 56\n",
      "2008-12-20: 46\n",
      "2003-02-01: 15\n",
      "2016-02-27: 6\n",
      "2017-08-10: 0\n",
      "2017-08-08: 0\n",
      "2017-05-01: 0\n",
      "2016-02-26: 0\n",
      "2016-02-25: 0\n",
      "2016-02-24: 0\n",
      "2016-02-23: 0\n",
      "2016-02-22: 0\n",
      "2016-02-21: 0\n",
      "2016-02-20: 0\n",
      "2016-02-19: 0\n",
      "2016-02-17: 0\n",
      "2016-02-09: 0\n",
      "2013-03-26: 0\n",
      "2013-03-25: 0\n",
      "2008-12-22: 0\n",
      "2008-12-21: 0\n",
      "2003-12-23: 0\n",
      "2003-12-22: 0\n",
      "2003-12-21: 0\n",
      "2003-12-20: 0\n",
      "2003-12-19: 0\n",
      "2003-12-18: 0\n",
      "2003-12-17: 0\n"
     ]
    }
   ],
   "source": [
    "ordered_missing_pixels = sorted(results_dict.items(), key=lambda x:x[1])\n",
    "\n",
    "for date, num_pixels in reversed(ordered_missing_pixels):\n",
    "    print(\"{}: {}\".format(date, num_pixels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(results_dict.values(), bins=5000)\n",
    "# plt.xlabel('Video duration (in seconds)')\n",
    "# plt.ylabel('Number of videos')\n",
    "# plt.title('Distribution of Video Durations')\n",
    "plt.axis([0, 600, 0, 1000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gdal_translate -of GTiff -outsize 512 512 -projwin -4.21875 12.65625 -2.8125 11.25 '<GDAL_WMS><Service name=\"TiledWMS\"><ServerUrl>https://gibs.earthdata.nasa.gov/twms/epsg4326/best/twms.cgi?</ServerUrl><TiledGroupName>VIIRS SNPP Bands M11-I2-I1 tileset</TiledGroupName><Change key=\"${time}\">2015-11-29</Change></Service></GDAL_WMS>' VIIRS_SNPP_CorrectedReflectance_BandsM11_I2_I1_Tile_125-55.jpg\n",
    "\n",
    "#         # Grayscale the image\n",
    "#         imgray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#         # Threshold the image to black and white\n",
    "#         _, im_thresh = cv2.threshold(imgray, 0, 255, cv2.THRESH_BINARY_INV)\n",
    "\n",
    "#         # Copy the thresholded image\n",
    "#         im_floodfill = im_thresh.copy()\n",
    "\n",
    "#         # Fill in very small holes\n",
    "#         small_kernel = np.ones((4,4),np.uint8)\n",
    "#         im_floodfill = cv2.erode(im_floodfill, small_kernel, iterations = 1)\n",
    "\n",
    "#         # Expand larger holes\n",
    "#         large_kernel = np.ones((30,30),np.uint8)\n",
    "#         im_floodfill = cv2.dilate(im_floodfill, large_kernel, iterations = 1)\n",
    "\n",
    "#         # Mask used to flood filling.\n",
    "#         # Notice the size needs to be 2 pixels than the image.\n",
    "#         h, w = im_floodfill.shape\n",
    "#         mask = np.zeros((h+2, w+2), np.uint8)\n",
    "\n",
    "#         # Floodfill from top and bottom\n",
    "#         for w_idx in range(w):\n",
    "#             cv2.floodFill(im_floodfill, mask, (w_idx,0), 0);   # flood fill top\n",
    "#             cv2.floodFill(im_floodfill, mask, (w_idx,h-1), 0); # flood fill bottom\n",
    "\n",
    "#         # Count the number of holes\n",
    "#         _, nr_objects = ndimage.label(im_floodfill)\n",
    "#         pre_ratio_missing = 1.0 - (im_thresh == 0).sum() / im_thresh.size\n",
    "#         post_ratio_missing = 1.0 - (im_floodfill == 0).sum() / im_thresh.size\n",
    "#         missing_data_flag = False\n",
    "#         if nr_objects == 0 and pre_ratio_missing > 0.165:\n",
    "#             missing_data_flag = True\n",
    "#             print(\"{}: Detected LARGE hole ({} missing data)\".format(datestring, pre_ratio_missing))\n",
    "#         if nr_objects != 0:\n",
    "#             missing_data_flag = True\n",
    "#             print(\"{}: Detected SMALL hole ({} missing data holes)\".format(datestring, nr_objects))\n",
    "        \n",
    "#         if label == 0 and missing_data_flag: # False Positive\n",
    "#             print(\"^^^ Algorithm INCORRECTLY detected missing data (FP)\")\n",
    "#         elif label == 1 and not missing_data_flag: # True Negative\n",
    "#             print(\"{}: Algorithm MISSED the hole detection (TN).\".format(datestring))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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