image_labeling_missing_data_modis_aqua.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "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": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    {
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     ]
    }
   ],
   "source": [
    "layer_name = 'MODIS_Aqua_CorrectedReflectance_TrueColor'\n",
    "img_extension = \".jpg\"\n",
    "\n",
    "mask_name = 'MODIS_Aqua_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",
    "        # 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": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2011-10-16: 12\n",
      "2011-10-07: 12\n",
      "2011-02-27: 12\n",
      "2010-03-07: 12\n",
      "2010-03-03: 12\n",
      "2010-02-15: 12\n",
      "2010-01-29: 12\n",
      "2010-01-23: 12\n",
      "2010-01-21: 12\n",
      "2009-10-31: 12\n",
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      "2008-11-14: 12\n",
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      "2007-02-23: 12\n",
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      "2005-03-11: 12\n",
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      "2005-01-16: 12\n",
      "2004-10-25: 12\n",
      "2017-12-09: 11\n",
      "2017-03-02: 11\n",
      "2017-03-01: 11\n",
      "2017-02-16: 11\n",
      "2017-02-11: 11\n",
      "2016-02-23: 11\n",
      "2014-10-07: 11\n",
      "2014-03-04: 11\n",
      "2011-02-20: 11\n",
      "2009-11-02: 11\n",
      "2009-03-05: 11\n",
      "2009-02-25: 11\n",
      "2008-11-12: 11\n",
      "2008-09-28: 11\n",
      "2008-02-23: 11\n",
      "2007-11-20: 11\n",
      "2006-12-05: 11\n",
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      "2005-03-04: 11\n",
      "2005-03-03: 11\n",
      "2004-10-23: 11\n",
      "2004-03-09: 11\n",
      "2004-02-06: 11\n",
      "2018-02-11: 10\n",
      "2018-01-11: 10\n",
      "2016-03-03: 10\n",
      "2016-02-14: 10\n",
      "2014-10-20: 10\n",
      "2014-02-19: 10\n",
      "2013-10-02: 10\n",
      "2012-01-29: 10\n",
      "2011-03-08: 10\n",
      "2011-02-11: 10\n",
      "2010-11-21: 10\n",
      "2009-11-09: 10\n",
      "2009-10-13: 10\n",
      "2009-10-08: 10\n",
      "2008-03-10: 10\n",
      "2008-01-21: 10\n",
      "2007-02-18: 10\n",
      "2006-02-06: 10\n",
      "2004-02-29: 10\n",
      "2003-10-13: 10\n",
      "2018-02-13: 9\n",
      "2017-10-15: 9\n",
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      "2016-02-29: 9\n",
      "2014-01-31: 9\n",
      "2012-10-17: 9\n",
      "2012-01-08: 9\n",
      "2011-10-23: 9\n",
      "2010-09-25: 9\n",
      "2010-03-09: 9\n",
      "2010-02-12: 9\n",
      "2009-11-20: 9\n",
      "2009-10-23: 9\n",
      "2009-10-05: 9\n",
      "2009-10-03: 9\n",
      "2008-10-23: 9\n",
      "2008-10-04: 9\n",
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      "2017-10-07: 8\n",
      "2017-02-20: 8\n",
      "2015-10-06: 8\n",
      "2011-12-09: 8\n",
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      "2006-10-02: 8\n",
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      "2005-02-24: 8\n",
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      "2017-10-23: 7\n",
      "2016-10-17: 7\n",
      "2015-10-18: 7\n",
      "2011-11-19: 7\n",
      "2011-11-01: 7\n",
      "2011-10-25: 7\n",
      "2009-03-06: 7\n",
      "2006-11-03: 7\n",
      "2018-01-06: 6\n",
      "2017-10-18: 6\n",
      "2013-02-28: 6\n",
      "2012-02-14: 6\n",
      "2012-01-18: 6\n",
      "2011-10-05: 6\n",
      "2007-11-05: 6\n",
      "2007-02-28: 6\n",
      "2006-10-29: 6\n",
      "2006-10-04: 6\n",
      "2005-12-15: 6\n",
      "2005-11-25: 6\n",
      "2005-02-28: 6\n",
      "2004-12-28: 6\n",
      "2004-10-18: 6\n",
      "2017-11-04: 5\n",
      "2016-10-01: 5\n",
      "2012-02-28: 5\n",
      "2012-01-01: 5\n",
      "2009-10-26: 5\n",
      "2008-10-10: 5\n",
      "2007-02-25: 5\n",
      "2006-10-07: 5\n",
      "2003-10-09: 5\n",
      "2018-02-02: 4\n",
      "2012-02-29: 4\n",
      "2012-01-09: 4\n",
      "2011-10-18: 4\n",
      "2010-02-20: 4\n",
      "2007-02-20: 4\n",
      "2006-02-18: 4\n",
      "2005-10-12: 4\n",
      "2004-10-09: 4\n",
      "2003-10-08: 4\n",
      "2003-02-04: 4\n",
      "2017-10-02: 3\n",
      "2016-11-02: 3\n",
      "2015-10-05: 3\n",
      "2008-10-18: 3\n",
      "2008-10-05: 3\n",
      "2007-11-01: 3\n",
      "2007-01-31: 3\n",
      "2005-02-21: 3\n",
      "2003-10-05: 3\n",
      "2009-10-02: 2\n",
      "2008-10-11: 2\n",
      "2004-11-06: 2\n",
      "2012-11-07: 1\n",
      "2004-10-28: 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": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "results_dict.values()\n",
    "# plt.hist(results_dict.values(), bins=300000)\n",
    "# plt.xlabel('Video duration (in seconds)')\n",
    "# plt.ylabel('Number of videos')\n",
    "# plt.title('Distribution of Video Durations')\n",
    "# plt.axis([0, 20000, 0, 6000])\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#         # 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))"
   ]
  }
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