[2ed9d9]: / Question 3.ipynb

Download this file

748 lines (747 with data), 405.5 kB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "54acc5e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a160276",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c7464681",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "914be675",
   "metadata": {},
   "outputs": [],
   "source": [
    "xray = cv2.imread('xray.png',-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d3cd892d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def zigzag(matrix):\n",
    "    # Get the number of rows and columns in the matrix\n",
    "    rows = len(matrix)\n",
    "    cols = len(matrix[0])\n",
    "\n",
    "    # Create an empty list to store the zigzag ordering\n",
    "    zigzag = []\n",
    "    temp = np.zeros((1,rows*cols))\n",
    "\n",
    "    # Initialize the starting row and column\n",
    "    row, col = 0, 0\n",
    "\n",
    "    # Iterate over each diagonal of the matrix\n",
    "    for i in range(rows + cols - 1):\n",
    "        # If the diagonal is even, traverse it from top-right to bottom-left\n",
    "        if i % 2 == 0:\n",
    "            while row >= 0 and col < cols:\n",
    "                zigzag.append(matrix[row][col])\n",
    "                row -= 1\n",
    "                col += 1\n",
    "            if row < 0 and col <= cols - 1:\n",
    "                row = 0\n",
    "            if col == cols:\n",
    "                row += 2\n",
    "                col -= 1\n",
    "        # If the diagonal is odd, traverse it from bottom-left to top-right\n",
    "        else:\n",
    "            while col >= 0 and row < rows:\n",
    "                zigzag.append(matrix[row][col])\n",
    "                row += 1\n",
    "                col -= 1\n",
    "            if col < 0 and row <= rows - 1:\n",
    "                col = 0\n",
    "            if row == rows:\n",
    "                col += 2\n",
    "                row -= 1\n",
    "    zigzag = np.array(zigzag)\n",
    "    zigzag = np.reshape(zigzag,(-1,matrix.shape[0]))\n",
    "    \n",
    "    return zigzag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "136e6666",
   "metadata": {},
   "outputs": [],
   "source": [
    "def reverse_zigzag_for8x8(matrix):\n",
    "    for i in range(135):\n",
    "        matrix= zigzag(matrix)\n",
    "    return matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e22f198e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_length_encode(input_string):\n",
    "    # Initialize the encoded string and the counter\n",
    "    encoded_string = ''\n",
    "    count = 1\n",
    "\n",
    "    # Iterate over each character in the input string\n",
    "    for i in range(1, len(input_string)):\n",
    "        if input_string[i] == input_string[i-1]:\n",
    "            # If the current character is the same as the previous one, increment the counter\n",
    "            count += 1\n",
    "        else:\n",
    "            # If the current character is different from the previous one, add the count and the character to the encoded string\n",
    "            count_str = str(count)\n",
    "            encoded_string += count_str + \",\" +str(input_string[i-1]) + \".\"\n",
    "            count = 1\n",
    "\n",
    "    # Add the final count and character to the encoded string\n",
    "    encoded_string += str(count) +\",\" + str(input_string[-1]) \n",
    "\n",
    "    return encoded_string     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "718d3008",
   "metadata": {},
   "outputs": [],
   "source": [
    "block_size = 4\n",
    "#quantization matrix:\n",
    "quantization_matrix8x8 = np.array([[16, 11, 10, 16, 24, 40, 51, 61],\n",
    "                                [12, 12, 14, 19, 26, 58, 60, 55],\n",
    "                                [14, 13, 16, 24, 40, 57, 69, 56],\n",
    "                                [14, 17, 22, 29, 51, 87, 80, 62],\n",
    "                                [18, 22, 37, 56, 68, 109, 103, 77],\n",
    "                                [24, 35, 55, 64, 81, 104, 113, 92],\n",
    "                                [49, 64, 78, 87, 103, 121, 120, 101],\n",
    "                                [72, 92, 95, 98, 112, 100, 103, 99]])\n",
    "quantization_matrix = np.array([[1,2,4,8],[2,2,4,8],[4,4,4,8],[8,8,8,8]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "89219814",
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculation for number of blocks needed\n",
    "h,w = xray.shape\n",
    "height = np.int32(h)\n",
    "width = np.int32(w)\n",
    "h,w = np.float32(h),np.float32(w)\n",
    "\n",
    "nbh = np.int32(math.ceil(h/block_size))\n",
    "nbw = np.int32(math.ceil(w/block_size))\n",
    "\n",
    "#Height of padded image\n",
    "H = block_size * nbh\n",
    "W = block_size * nbw\n",
    "\n",
    "padded_img = np.zeros((H,W))\n",
    "padded_img[0:height,0:width] = xray[0:height,0:width]\n",
    "\n",
    "padded_img_minus128 = padded_img - 128\n",
    "#cv2.imwrite('uncompressed.bmp',np.uint8(padded_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4ad07eb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1023.5, 1023.5, -0.5)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(padded_img_minus128,cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1e3a05d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "final = np.zeros(xray.shape)\n",
    "for i in range(nbh):\n",
    "    #compute start and end row index of block\n",
    "    row_ind_1 = i*block_size\n",
    "    row_ind_2 = row_ind_1 + block_size\n",
    "    \n",
    "    \n",
    "    for j in range(nbw):\n",
    "        #compute start and end column index of block\n",
    "        col_ind_1 = j*block_size\n",
    "        col_ind_2 = col_ind_1 + block_size\n",
    "        \n",
    "        block = padded_img_minus128[row_ind_1 : row_ind_2, col_ind_1:col_ind_2]\n",
    "        \n",
    "        #applying 2D DCT to block\n",
    "        DCT = cv2.dct(block)\n",
    "        \n",
    "        quantized = np.round(np.divide(DCT,quantization_matrix))\n",
    "        \n",
    "        reordered = zigzag(quantized)\n",
    "        \n",
    "        #reshaped = np.reshape(reordered,(block_size,block_size))\n",
    "        \n",
    "        final[row_ind_1:row_ind_2,col_ind_1:col_ind_2] = reordered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "41a455cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-408.,  -30.,   -6., ...,    3.,   -2.,   -1.],\n",
       "       [   4.,   -7.,    1., ...,   -2.,    1.,    0.],\n",
       "       [   2.,   -1.,    1., ...,   -1.,   -0.,    0.],\n",
       "       ...,\n",
       "       [ -25.,  -29.,    5., ...,  -29.,    8.,   -4.],\n",
       "       [  11.,    5.,   -3., ...,    7.,    1.,    3.],\n",
       "       [   1.,   -0.,   -1., ...,   -1.,   -1.,    0.]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(final,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.title(\"encoded image\")\n",
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a5952dba",
   "metadata": {},
   "outputs": [],
   "source": [
    "arranged = final.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a99d3555",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1048576,)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arranged.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "314abc35",
   "metadata": {},
   "outputs": [],
   "source": [
    "bitstream = run_length_encode(arranged)\n",
    "#bitstream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "52c07135",
   "metadata": {},
   "outputs": [],
   "source": [
    "bitstream2 = str(padded_img.shape[0]) + \" \" + str(padded_img.shape[1]) + \" \" + bitstream + \";\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "da643aef",
   "metadata": {},
   "outputs": [],
   "source": [
    "file1 = open('test2.txt','w')\n",
    "file1.write(bitstream2)\n",
    "file1.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "68fa9ba0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rl_decode(g,shape):\n",
    "\n",
    "    l = g.split(\".\")\n",
    "    final = []\n",
    "    for i in l:\n",
    "        temp = i.split(',')\n",
    "        final.append(np.int32(temp))\n",
    "    \n",
    "    #final\n",
    "    final_arr = []\n",
    "    for i in final:\n",
    "        for j in range(i[0]):\n",
    "            final_arr.append(i[1])\n",
    "        \n",
    "    k = np.array(final_arr)\n",
    "\n",
    "    return k.reshape(shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "eb81af8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-408,  -30,   -6, ...,    3,   -2,   -1],\n",
       "       [   4,   -7,    1, ...,   -2,    1,    0],\n",
       "       [   2,   -1,    1, ...,   -1,    0,    0],\n",
       "       ...,\n",
       "       [ -25,  -29,    5, ...,  -29,    8,   -4],\n",
       "       [  11,    5,   -3, ...,    7,    1,    3],\n",
       "       [   1,    0,   -1, ...,   -1,   -1,    0]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decoded = rl_decode(bitstream,xray.shape)\n",
    "decoded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5103e393",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1024, 1024)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decoded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b4eff0ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[-408,  -30,   -6, ...,    3,   -2,   -1],\n",
       "        [   4,   -7,    1, ...,   -2,    1,    0],\n",
       "        [   2,   -1,    1, ...,   -1,    0,    0],\n",
       "        ...,\n",
       "        [ -25,  -29,    5, ...,  -29,    8,   -4],\n",
       "        [  11,    5,   -3, ...,    7,    1,    3],\n",
       "        [   1,    0,   -1, ...,   -1,   -1,    0]]),\n",
       " array([[-408.,  -30.,   -6., ...,    3.,   -2.,   -1.],\n",
       "        [   4.,   -7.,    1., ...,   -2.,    1.,    0.],\n",
       "        [   2.,   -1.,    1., ...,   -1.,   -0.,    0.],\n",
       "        ...,\n",
       "        [ -25.,  -29.,    5., ...,  -29.,    8.,   -4.],\n",
       "        [  11.,    5.,   -3., ...,    7.,    1.,    3.],\n",
       "        [   1.,   -0.,   -1., ...,   -1.,   -1.,    0.]]))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decoded,final #should be equal to final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d15903d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(decoded==final).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9cc961dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1023.5, 1023.5, -0.5)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(decoded,cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8131f9c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "uncompressed = np.zeros(decoded.shape)\n",
    "for i in range(nbh):\n",
    "    #compute start and end row index of block\n",
    "    row_ind_1 = i*block_size\n",
    "    row_ind_2 = row_ind_1 + block_size\n",
    "    \n",
    "    \n",
    "    \n",
    "    for j in range(nbw):\n",
    "        #compute start and end column index of block\n",
    "        col_ind_1 = j*block_size\n",
    "        col_ind_2 = col_ind_1 + block_size\n",
    "        \n",
    "        block = decoded[row_ind_1 : row_ind_2, col_ind_1:col_ind_2]\n",
    "        \n",
    "        #applying 2D IDCT to block\n",
    "        \n",
    "        reordered = reverse_zigzag_for8x8(block)\n",
    "        \n",
    "        dequantized_block = np.round(np.multiply(block,quantization_matrix)).astype(np.float64)\n",
    "        IDCT = cv2.idct(dequantized_block)\n",
    "        \n",
    "        #reshaped = np.reshape(reordered,(block_size,block_size))\n",
    "        \n",
    "        uncompressed[row_ind_1:row_ind_2,col_ind_1:col_ind_2] = IDCT\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "64a35b7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0,  25,  44, ...,  15,  11,  14],\n",
       "       [251,  32,  32, ...,  17,  10,   9],\n",
       "       [251,  36,  26, ...,  19,  11,   7],\n",
       "       ...,\n",
       "       [ 11,  74,  67, ..., 227,  55,   8],\n",
       "       [ 44, 101,  99, ..., 235,  74, 231],\n",
       "       [103, 123, 144, ..., 210,  65, 166]], dtype=uint8)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uncompressed2 =np.uint8(uncompressed) + 128\n",
    "uncompressed2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "99ec6188",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(xray==uncompressed2).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0d68fae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1023.5, 1023.5, -0.5)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1,2,1)\n",
    "plt.imshow(xray,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(uncompressed2,cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cb6422c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rmse(img1,img2):\n",
    "    mse = np.square(np.subtract(img1,img2)).mean()\n",
    "    rmse = math.sqrt(mse)\n",
    "    return rmse\n",
    "\n",
    "def snr(filtered_img,original_img):\n",
    "    num = np.square(filtered_img).sum()\n",
    "    diff_sq = np.square(filtered_img - original_img)\n",
    "    denom = np.sum(diff_sq)\n",
    "    snr = num/denom\n",
    "    return snr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "40dd9d96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For JPEG: RMSE = 3.782245347350395 | SNR = 7.519069846572177\n"
     ]
    }
   ],
   "source": [
    "rmse_jpeg = rmse(uncompressed2,xray)\n",
    "snr_jpeg = snr(uncompressed2,xray)\n",
    "print(f\"For JPEG: RMSE = {rmse_jpeg} | SNR = {snr_jpeg}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b825c629",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite(\"JPEG Reconstructed Img 4x4 block size.jpeg\",uncompressed2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f5fc5ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.11148435579724367, 8.969868398564348)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compression_ratio = 117020/1049654\n",
    "compression_rate = 1/compression_ratio\n",
    "compression_ratio, compression_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2252459c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}