Blurred Image ECC with Repetition.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from compare_bmp import compare_images\n",
    "from PIL import Image, ImageFilter\n",
    "from matplotlib.pyplot import imshow\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll start with this image:\n",
    "![img1](images/original/image.bmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1110100', '1101000', '1101001', '1110011', '0100000', '1101001', '1110011', '0100000', '1100001', '0100000', '1101101', '1100101', '1110011', '1110011', '1100001', '1100111', '1100101']\n",
      "[['1', '1', '1', '0', '1', '0', '0'], ['1', '1', '0', '1', '0', '0', '0'], ['1', '1', '0', '1', '0', '0', '1'], ['1', '1', '1', '0', '0', '1', '1'], ['0', '1', '0', '0', '0', '0', '0'], ['1', '1', '0', '1', '0', '0', '1'], ['1', '1', '1', '0', '0', '1', '1'], ['0', '1', '0', '0', '0', '0', '0'], ['1', '1', '0', '0', '0', '0', '1'], ['0', '1', '0', '0', '0', '0', '0'], ['1', '1', '0', '1', '1', '0', '1'], ['1', '1', '0', '0', '1', '0', '1'], ['1', '1', '1', '0', '0', '1', '1'], ['1', '1', '1', '0', '0', '1', '1'], ['1', '1', '0', '0', '0', '0', '1'], ['1', '1', '0', '0', '1', '1', '1'], ['1', '1', '0', '0', '1', '0', '1']]\n",
      "[1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1]\n"
     ]
    }
   ],
   "source": [
    "# let's get our message set up\n",
    "message = list('this is a message')\n",
    "# convert to binary representation\n",
    "message = ['{:07b}'.format(ord(x)) for x in message]\n",
    "print(message)\n",
    "# split the binary into \n",
    "message = [[bit for bit in x] for x in message]\n",
    "print(message)\n",
    "# flatten it and convert to integers\n",
    "message = [int(bit) for sublist in message for bit in sublist]\n",
    "print(message)\n",
    "originalMessage = message"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# first, open the original image and hide a message in it\n",
    "imgpath = 'images/original/image.bmp'\n",
    "\n",
    "img = Image.open(imgpath)\n",
    "\n",
    "# we'll use simple repetition as a very rudimentary ECC to try to maintain integrity\n",
    "# each bit of the message will be repeated 6 times - the two LSBs of the R,G, and B values of one pixel\n",
    "#imgArray = np.copy(np.asarray(img))[:1]\n",
    "imgArray = list(np.asarray(img))\n",
    "\n",
    "def set_bit(val, bitNo, bit):\n",
    "    \"\"\" given a value, which bit in the value to set, and the actual bit (0 or 1) to set, return the new value \"\"\"\n",
    "    mask = 1 << bitNo\n",
    "    val &= ~mask\n",
    "    if bit:\n",
    "        val |= mask\n",
    "    return val\n",
    "\n",
    "msgIndex = 0\n",
    "newImg = []\n",
    "\n",
    "for row in imgArray:\n",
    "    newRow = []\n",
    "    for pixel in row:\n",
    "        newPixel = []\n",
    "        for val in pixel:\n",
    "            # iterate through RGB values, one at a time\n",
    "            #print(bin(r))\n",
    "            if msgIndex >= len(message):\n",
    "                setTo = 0\n",
    "            else:\n",
    "                setTo = message[msgIndex]\n",
    "            val = set_bit(val, 0, setTo)\n",
    "            val = set_bit(val, 1, setTo)\n",
    "            val = set_bit(val, 2, setTo)\n",
    "            \n",
    "            # check to make sure that the last 3 bits are the same thing - should not be mixed\n",
    "            \"\"\"if not '{:08b}'.format(val)[5:] == '000' and not '{:08b}'.format(val)[5:] == '111':\n",
    "                print('{:08b}'.format(val)[5:])\n",
    "                raise ValueError('stuff broke')\"\"\"\n",
    "                \n",
    "            newPixel.append(val)\n",
    "        msgIndex += 1\n",
    "        newRow.append(newPixel)\n",
    "    newImg.append(newRow)\n",
    "\n",
    "arr = np.array(newImg, np.uint8)\n",
    "im = Image.fromarray(arr)\n",
    "im.save(\"image_steg.bmp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does the image look now?\n",
    "\n",
    "![image with hidden data](image_steg.bmp)\n",
    "\n",
    "Awesome! Doesn't look like anything's wrong."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# now let's blur the image to destroy some data\n",
    "blurredpath = 'image_blurred.bmp'\n",
    "\n",
    "img = Image.open(\"image_steg.bmp\")\n",
    "blurred = img.copy().filter(ImageFilter.BLUR)\n",
    "\n",
    "blurred.save(blurredpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And here it is now that we've blurred it:\n",
    "![img_blurred](images/image_blurred.bmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0]\n",
      "['0b11101111', '0b11101111', '0b11101111']\n",
      "['0b11101111', '0b11101111', '0b11101111']\n",
      "['0b11101111', '0b11110111', '0b11101111']\n",
      "['0b11101000', '0b11110000', '0b11101000']\n",
      "['0b11101111', '0b11110111', '0b11101111']\n",
      "['0b11101000', '0b11101000', '0b11101000']\n",
      "['0b11101000', '0b11101000', '0b11101000']\n",
      "['0b11101111', '0b11110111', '0b11100111']\n",
      "['0b11101111', '0b11110111', '0b11101111']\n",
      "['0b11110000', '0b11110000', '0b11101000']\n",
      "['0b11110111', '0b11110111', '0b11101111']\n",
      "['0b11110000', '0b11110000', '0b11101000']\n",
      "['0b11110000', '0b11110000', '0b11101000']\n",
      "['0b11110000', '0b11110000', '0b11101000']\n",
      "['0b11110111', '0b11110111', '0b11101111']\n",
      "['0b11110111', '0b11110111', '0b11101111']\n",
      "['0b11110000', '0b11110000', '0b11110000']\n",
      "['0b11110111', '0b11110111', '0b11110111']\n",
      "['0b11110000', '0b11110000', '0b11110000']\n",
      "['0b11110000', '0b11110000', '0b11110000']\n",
      "[1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0]\n"
     ]
    }
   ],
   "source": [
    "# last, open the image and apply our ECC strategy to see if the message made it through\n",
    "\n",
    "blurredImg = Image.open(blurredpath)\n",
    "\n",
    "imgArray = list(np.asarray(blurredImg))\n",
    "            \n",
    "origMessage = message[:20]\n",
    "print(origMessage)\n",
    "\n",
    "message = []\n",
    "\n",
    "for val in imgArray[0][:20]:\n",
    "    print([bin(x) for x in val])\n",
    "\n",
    "for row in imgArray:\n",
    "    for pixel in row:\n",
    "        count = {\"0\": 0, \"1\": 0}\n",
    "        for val in pixel:\n",
    "            # iterate through RGB values of the pixel, one at a time\n",
    "            # convert the R, G, or B value to a byte string\n",
    "            byte = '{:08b}'.format(val)\n",
    "            # then, for each of the last n bits...\n",
    "            for i in [-1, -2, -3]:\n",
    "                # try to get an actual 1 or 0 integer from it\n",
    "                try:\n",
    "                    bit = int(byte[i])\n",
    "                except:\n",
    "                    print(bin(val))\n",
    "                    raise\n",
    "\n",
    "                # sum up the bits we've seen\n",
    "                if bit == 0:\n",
    "                    count[\"0\"] += 1\n",
    "                elif bit == 1:\n",
    "                    count[\"1\"] += 1\n",
    "                else:\n",
    "                    print(\"WAT\")\n",
    "                    \n",
    "        # and once we've seen them all, decide which we should go with\n",
    "        if count[\"1\"] > count[\"0\"]:\n",
    "            message.append(1)\n",
    "        else:\n",
    "            message.append(0)\n",
    "\n",
    "print(message[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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44, 124, 2, 19, 26, 61, 111, 9, 34, 79, 34, 58, 110, 21, 62, 91, 116, 44, 92, 119, 25, 23, 19, 92, 43, 124, 20, 90, 107, 69, 111, 18, 107, 28, 5, 33, 99, 8, 74, 100, 23, 71, 37, 87, 77, 2, 90, 4, 17, 7, 94, 53, 84, 17, 64, 12, 116, 94, 25, 110, 75, 105, 31, 52, 111, 83, 113, 110, 26, 61, 69, 41, 122, 33, 0, 46, 20, 19, 61, 10, 11, 52, 10, 87, 41, 59, 77, 93, 20, 4, 35, 60, 50, 16, 100, 42, 111, 71, 74, 76, 24, 11, 1, 64, 65, 55, 34, 114, 4, 123, 102, 98, 122, 117, 88, 107, 95, 119, 99, 66, 10, 118, 38, 25, 84, 104, 57, 38, 52, 80, 5, 55, 124, 56, 45, 0, 66, 27, 47, 109, 43, 125, 64, 89, 96, 6, 58, 125, 0, 70, 70, 119, 38, 126, 23, 88, 48, 40, 72, 105, 88, 16, 102, 65, 25, 105, 101, 79, 78, 57, 63, 47, 63, 52, 59, 29, 7, 116, 11, 48, 72, 66, 116, 101, 64, 101, 127, 9, 82, 118, 21, 71, 123, 54, 101, 40, 4, 67, 23, 113, 83, 26, 18, 55, 15, 111, 86, 122, 63, 87, 12, 29, 91, 21, 38, 31, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
      "ORIGINAL VS. OUTPUT\n",
      "===================\n",
      "this is a message\n",
      "this is a message\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u00041\u0019\u000f@c\tz\u0000\u0007~\u001e",
      "<Aksc \u0004\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000@>?\f",
      "\u0000\u0006\u0004\u000f\u0001|\u0000`\u001f\u0000<\u00000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u00147<\u0010\u0000\u0000~?`\u0000\u001d",
      "m\u000b",
      "GO\u0000\u000f\u0010\u001bN\u0000?{|\u000fT\u0000@\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0004\u0003O5x\u001fpAp\u0000?s~\u0003\t \u001e",
      "\u0006\u0000\u0000\u0000>\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0002@$?H\u0000\u0000\u0007~\u0001~\u0002\u000f\u0000m\u0000\u0000\u0003|4\u0000\u0003oOG#f@8\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0001\u0000\u0000@\u0000\u0000\u001c",
      "/}~8\u000e\u0000\u0000\u0001D~@?S|\u0010 \u0000\u0000\u0007`\u0000\u0000\u0000\u0000\u0000\u0000\u0000(\u0000 \b\u0000\u000f\u0000p\u001fu@\u000fy\u0018\u001fC~'`\u0000\u0003s[b\u0003@\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000 \u0000\u00011Ix@\u0000 \u0000\u0000\u0001\u0000\u0007y\u0003\u0000?L\u0018\u0003\u0002\u0003\u0004\u001c",
      "\u0000\u0000\u0000\u0000\u0000\u001d",
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     ]
    }
   ],
   "source": [
    "from math import floor\n",
    "# let's see what the message says!\n",
    "\n",
    "outputMessage = []\n",
    "\n",
    "originalMessage = list('this is a message')\n",
    "originalMessage = [ord(x) for x in originalMessage]\n",
    "\n",
    "for i in range(floor(len(message)/7)):\n",
    "    start = i * 7\n",
    "    # this is gross\n",
    "    char = message[start:start+7]\n",
    "    char = '0b' + ''.join([str(c) for c in char])\n",
    "    #print(char)\n",
    "    outputMessage.append(int(char, 2))\n",
    "\n",
    "print(originalMessage)\n",
    "print(outputMessage)\n",
    "\n",
    "print(\"ORIGINAL VS. OUTPUT\")\n",
    "print(\"===================\")\n",
    "print(''.join([chr(c) for c in originalMessage]))\n",
    "print(''.join([chr(c) for c in outputMessage]))"
   ]
  }
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