diff --git a/10_assignment.ipynb b/10_assignment.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..69e343467628cfe483acea668d763f3351311bbc --- /dev/null +++ b/10_assignment.ipynb @@ -0,0 +1,623 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# Image Processing SoSe 2024 - Assignment - 10\n", + "\n", + "### Deadline is 04.07.2024 at 12:00 p.m.\n", + "\n", + "#### Students: Minh Tuan Nguyen, Vinzent Hannes Jörß\n", + "\n", + "Please solve the assignments together with a partner.\n", + "\n", + "Make sure the code runs without errors, when clicking `Kernel` -> `Restart Kernel & Run All Cells`. Then save the notebook and upload your submission." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# display the plots inside the notebook\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pylab\n", + "import scipy.linalg\n", + "from skimage.color import rgb2gray\n", + "from skimage.data import chelsea\n", + "from scipy.fftpack import dctn, idctn\n", + "\n", + "pylab.rcParams['figure.figsize'] = (12, 12) # This makes the plot bigger" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# Exercise 1 - Hadamard Matrix - 4 Points\n", + "\n", + "Create a [hadamard matrix](https://en.wikipedia.org/wiki/Hadamard_matrix) of order n and apply it to the chessboard." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "A = np.array([[1, 1],\n", + " [1,-1]]) / np.sqrt(2)\n", + "\n", + "def hadamard_matrix(n, order='normal'):\n", + " \"\"\"Returns the Hadamard matrix. N is a power of two.\n", + " \n", + " order - can be 'normal' or 'sequency'.\"\"\"\n", + " if n == 1:\n", + " return np.array([[1.]])\n", + " assert n % 2 == 0, \"N is not a power of two\"\n", + "\n", + " h = np.kron(A, hadamard_matrix(n >> 1))\n", + "\n", + " if order == 'sequency':\n", + " # count sign changes and reorder\n", + " order = np.count_nonzero(h[:,:-1] != h[:,1:], axis=-1)\n", + " h[order] = np.copy(h)\n", + "\n", + " return h\n", + "\n", + "plt.subplot(121)\n", + "plt.imshow(hadamard_matrix(8, 'sequency'), cmap='gray')\n", + "plt.subplot(122)\n", + "plt.imshow(hadamard_matrix(32, 'sequency'), cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def get_chess_board(n=8, field_size=8):\n", + " board = np.zeros((n*field_size, n*field_size))\n", + " s = field_size\n", + " for i in range(n):\n", + " for j in range(n):\n", + " if (i + j) % 2 == 0:\n", + " board[i*s:(i+1)*s, j*s:(j+1)*s] = 1\n", + " return board" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chess_board = get_chess_board()\n", + "chess_board_roll = np.roll(np.roll(chess_board, 4, axis=0), 4, axis=1)\n", + "plt.subplot(121)\n", + "plt.imshow(chess_board, cmap='gray', interpolation='nearest')\n", + "plt.subplot(122)\n", + "plt.imshow(chess_board_roll, cmap='gray', interpolation='nearest')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the 2d hadamard transformation of the chess boards.\n", + "# The 2D Hadamard Transformation can be computed similar to the 2D DFT:\n", + "# H * I * H, where I is the image, H is the hadamard-matrix and * is the matrix multiplication.\n", + "\n", + "H = hadamard_matrix(64, 'sequency')\n", + "\n", + "chess_board_H = H @ chess_board @ H\n", + "chess_board_roll_H = H @ chess_board_roll @ H\n", + "\n", + "plt.subplot(221)\n", + "plt.imshow(chess_board_H, cmap='gray', interpolation='nearest')\n", + "plt.subplot(222)\n", + "plt.imshow(chess_board_roll_H, cmap='gray', interpolation='nearest')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# Exercise 2 - Compare DCT with Discrete Hadamard transform and Haar transform - 6 Points" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Transform the cat image with DCT, WHT (Walsh Hadamard Transformation) and Haar transform.\n", + "Erase **75 percent** of coefficients. For DCT you can set the last 75% of the ZigZag Ordering to 0. For Hadamard transform you have to bring the matrices into [sequence ordering](https://en.wikiversity.org/wiki/Walsh_permutation;_sequency_ordered_Walsh_matrix) first and then erase from the ZigZag Ordering. For Haar transform simply keep the 25% highest coefficients and erase the rest.\n", + "\n", + "Transform back into image space and calculate the average quadratic pixel error w.r.t. the original image.\n", + "\n", + "Plot window size vs DCT, Hadamard transform and Haar transform. Show the MSE error for WindowSizes 8x8, 32x32, 64x64, 128x128 and 256x256\n", + "for DCT and DWalHadT, DWalHT respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class Blocks:\n", + " \"\"\"Transforms an image to blocks. A (512, 512) image will become an (64, 64, 8, 8) numpy array\"\"\"\n", + " def __init__(self, block_size=8):\n", + " self.block_size = block_size\n", + "\n", + " def __call__(self, img):\n", + " b = self.block_size\n", + " height, width = img.shape\n", + "\n", + " assert img.shape[0] % b == 0\n", + " assert img.shape[1] % b == 0\n", + " blocks = np.zeros((height // b, width // b, b, b), dtype=img.dtype)\n", + " for i in range(0, height // b):\n", + " for j in range(0, width // b):\n", + " blocks[i, j] = img[i*b:(i+1)*b, j*b:(j+1)*b]\n", + " return blocks\n", + " def invert(self, blocks):\n", + " bh, bw = blocks.shape[:2]\n", + " b = self.block_size\n", + " heigth, width = (bh*self.block_size, bw*self.block_size)\n", + "\n", + " img = np.zeros((heigth, width), dtype=blocks.dtype)\n", + " for i in range(0, bh):\n", + " for j in range(0, bw):\n", + " img[i*b:(i+1)*b, j*b:(j+1)*b] = blocks[i, j]\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class DCTofBlocks:\n", + " def __call__(self, blocks):\n", + " \"\"\"Returns the DCT of the blocks. The position (i, j) is a 2-dim numpy array with the dct coefficients.\"\"\"\n", + " result = np.zeros_like(blocks)\n", + " for row in range(0, blocks.shape[0]):\n", + " for column in range(0, blocks.shape[1]):\n", + " result[row][column] = dctn(blocks[row][column], norm='ortho')\n", + " return result\n", + "\n", + " def invert(self, blocks):\n", + " \"\"\"Computes the inverse DCT.\"\"\"\n", + " result = np.zeros_like(blocks)\n", + " for row in range(0, blocks.shape[0]):\n", + " for column in range(0, blocks.shape[1]):\n", + " result[row][column] = idctn(blocks[row][column], norm='ortho')\n", + "\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class HadamardofBlocksSequenceOrdering:\n", + " def __call__(self, blocks):\n", + " \"\"\"Returns the Hardamard transform of the blocks. The position (i, j) is a 2-dim numpy array with the hadamard transform coefficients.\"\"\"\n", + " h = hadamard_matrix(blocks.shape[3], 'sequency')\n", + " blocks = h @ blocks @ h\n", + " return blocks\n", + "\n", + " def invert(self, blocks):\n", + " \"\"\"Computes the inverse hadamard transform.\"\"\"\n", + " h = hadamard_matrix(blocks.shape[3], 'sequency')\n", + " blocks = h @ blocks @ h\n", + " return blocks" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def haar_matrix(n):\n", + " if n == 1:\n", + " return np.array([[1.]])\n", + " assert n % 2 == 0, \"N is not a power of two.\"\n", + "\n", + " h = haar_matrix(n >> 1)\n", + " i = np.eye(n >> 1)\n", + " h = np.block([\n", + " [np.kron(h, [1, 1]) / np.sqrt(2)],\n", + " [np.kron(i, [1,-1]) / np.sqrt(2)]])\n", + " return h\n", + "\n", + "class HaarTransformofBlocks:\n", + " def __call__(self, blocks):\n", + " \"\"\"Returns the haar transform of the blocks. The position (i, j) is a 2-dim numpy array with the haar transform coefficients.\"\"\"\n", + " h = haar_matrix(blocks.shape[3])\n", + " blocks = h @ blocks @ h.T\n", + " return blocks\n", + "\n", + " def invert(self, blocks):\n", + " \"\"\"Computes the inverse haar transform.\"\"\"\n", + " h = haar_matrix(blocks.shape[3])\n", + " blocks = h.T @ blocks @ h\n", + " return blocks" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class ZigZag:\n", + " def __init__(self, n):\n", + " self.n = n\n", + " \"\"\"Adapted from here: https://rosettacode.org/wiki/Zig-zag_matrix#Python\"\"\"\n", + " def key(pair):\n", + " x, y = pair\n", + " return x+y, -y if (x+y) % 2 else y\n", + "\n", + " indexorder = sorted(((x,y) for x in range(n) for y in range(n)), key=key)\n", + " self.xs = np.zeros((self.n**2,), dtype=int)\n", + " self.ys = np.zeros((self.n**2,), dtype=int)\n", + " self.back = np.zeros((n, n), dtype=int)\n", + " for i, (x, y) in enumerate(indexorder):\n", + " self.xs[i] = x\n", + " self.ys[i] = y\n", + " self.back[x, y] = i\n", + "\n", + " def __call__(self, blocks):\n", + " bh, bw, h, w = blocks.shape\n", + " zigzack_blocks = np.zeros((bh, bw, h*w), dtype=blocks.dtype)\n", + " for i, block_row in enumerate(blocks):\n", + " for j, block in enumerate(block_row):\n", + " zigzack_blocks[i, j] = block[self.xs, self.ys]\n", + " return zigzack_blocks\n", + "\n", + " def invert(self, zigzack_blocks):\n", + " bh, bw, hw = zigzack_blocks.shape\n", + " h = int(np.sqrt(hw))\n", + " blocks = np.zeros((bh, bw, h, h), dtype=zigzack_blocks.dtype)\n", + " for i, zigzack_row in enumerate(zigzack_blocks):\n", + " for j, zigzack in enumerate(zigzack_row):\n", + " blocks[i, j] = zigzack[self.back]\n", + " return blocks" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class PickNZigZag:\n", + " def __init__(self, n=1):\n", + " self.n = n\n", + "\n", + " def __call__(self, blocks):\n", + " \"\"\"Pick the nth-first frequencies from zigzag ordering\"\"\"\n", + " result = ZigZag(blocks.shape[3])(blocks.copy())\n", + " for row in range(0, blocks.shape[0]):\n", + " for column in range(0, blocks.shape[1]):\n", + " zig = result[row, column]\n", + " zig[self.n:] = 0\n", + " result[row, column] = zig\n", + " return ZigZag(blocks.shape[3]).invert(result)\n", + "\n", + " def invert(self, blocks):\n", + " \"\"\"There is no way to invert this operation. Just return the inputs.\"\"\"\n", + " return blocks" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "class PickNthHighest:\n", + " def __init__(self, n=1):\n", + " self.n = n\n", + "\n", + " def __call__(self, blocks):\n", + " \"\"\"Pick the nth-highest frequencies\"\"\"\n", + " for row in range(0, blocks.shape[0]):\n", + " for column in range(0, blocks.shape[1]):\n", + " block = blocks[row, column].flatten()\n", + " block[np.argpartition(block, len(block) - self.n)[:-self.n]] = 0\n", + " blocks[row, column] = block.reshape(blocks.shape[2], blocks.shape[3])\n", + " return blocks\n", + "\n", + " def invert(self, blocks):\n", + " \"\"\"There is no way to invert this operation. Just return the inputs.\"\"\"\n", + " return blocks" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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XXnE9/vHHH+upp57SH/7wB23YsEFt2rTRn//851rvUVxcrEmTJumbb77Rt99+q06dOmns2LEqLi6uNa6mzNqyZYu6du2q66+/XrfddpseffRRbdiwQU6nU3feeadr/MmTJzV27FitXLlSmzdv1ujRo2WxWJSVlVXrdV988UX17t1bmzdv1owZM7Ru3TrdfPPNuvPOO7VlyxaNGDFCzz333Hm/T+vXr5ckrVixQkePHq1V9q5cuVJ79uzR8uXLtXDhQklSZWWlnn32WW3dulXz58/X/v37a11yXuPxxx/XSy+9pA0bNsjPz09Tp051PXbDDTeoffv2+u6777Rx40Y98sgj8vf3r1Uuzps3T0ePHtXQoUO1ceNGXXvttbruuuu0fft2PfXUU5oxY4bmzJlz3u+HdLo8fv311zV37lwtXbpUq1at0lVXXaXFixdr8eLF+uCDD/TXv/5V//nPf877fboQJqfTjZ8WqKioSJGRkSosLFRERITRcQAAAAAAzVxTXYeWl5crMzNTSUlJCgoKOn2wokT6g/uXav4ijx2RAs5/Vl+NyZMnq6CgQO+8847i4+NdBVDXrl118OBB3XLLLWrRooWr7Jk3b56mTZumsrIy9evXT8OGDdN1112nlJQU12smJibq6NGj8vf3r/VeS5Ys0aWXXnrWHImJibr00kv1wQcfSJKcTqfi4uL09NNPn/V+i9Lpwmnu3LnasGGDJGno0KHq27ev3nzzTdeYiy66SOXl5ee8/5/D4VCLFi304Ycfaty4cZJOn2n4xBNPuO7N9+2332rIkCH6+9//7irS5s6dqylTpqisrOyc39uePXtq+vTprnIxMTFRffv21WeffeYac/3116uwsFCLFi1yHbvuuuu0dOlSFRQUnPV19+/fr6SkJG3evLnWJi+TJ0/W0qVLlZWVdd7LfDds2KCBAwequLhYYWFhWrVqlUaMGKEVK1boiiuukCQtXrxYaWlpKisrU1BQkCIiIvTGG29o0qRJZ7xeQUGBWrZsqS+//NJ11uMNN9ygnJwcff75565xDz30kBYtWqSdO3ee8/sxZ84cTZkyRfv27ZPZbJYkTZ8+XR988IGOHTumsLAwSdLo0aOVmJiot95664w8Z/15PAfONAQAAAAAADiP2NhYpaWlac6cOXrvvfeUlpammJiYM8ZdffXVOnLkiGw2m0aPHq1Vq1apX79+Z5xB9uCDD2rLli21vgYMGHDeDD8uHk0mk+Li4mpdRvvRRx/p4osvVlxcnMLCwvTEE0/UOpNv9+7dGjx4cK3XHDJkSK1/P3bsmKZNm6ZOnTopMjJSEREROnny5BlnBP44S+vWrSVJvXr1qnWsvLxcRUVFkk6fafjAAw+oW7duatGihcLCwrR79+4zXven34MLyVwXvXr1OqMw3LhxoywWixISEhQeHq5hw4ZJ0nk/c5s2bSTJ9f2/7777dMstt2jkyJF6/vnna12afTa7d+/WxRdfXOvYxRdfrL1799a6rPhsfyZCQkJchaF0+nudmJjoKgxrjv34z4a72AgFAAAAAAB4ln/I6TP+jHpvN0ydOtV1VtyPz9b7qaCgII0aNUqjRo3SjBkzdMstt+jJJ5+sdclrTEyMOnbsWLfYPzkz0WQyyeFwSJLWrl2rG264QU8//bRSU1MVGRmpuXPnnnGfvJ8zadIk5eXl6bXXXlOHDh0UGBioIUOGqKKi4pxZTCbTOY/V5HvggQe0fPlyvfjii+rYsaOCg4N1zTXXnPG6P3dfx1/qp69fUlKi1NRUpaam6l//+pdiY2OVlZWl1NTUC/rMNZ/vqaee0vXXX69FixZpyZIlevLJJzV37lxdddVV9Zr3pzlqspzvz8YvQWkIAAAAAAA8y2S64EuEG4vRo0eroqJCJpNJqampF/y87t27a/78+Q0XTNKaNWvUoUMHPf74465jBw4cqDWmW7duWrdunW666SbXsW+//bbWmNWrV+vPf/6zxo4dK0k6ePCgcnNzf3G+1atXa/Lkya4S7eTJk9q/f//PPq8m84/9NPNP1ZxJeCEbgXz//ffKy8vT888/r/j4eElyXc5dV507d1bnzp1177336je/+Y3ee++9c5aG3bp10+rVq2sdW716tTp37ixfX1+33r8hUBoCAAAAAAD8DF9fX+3evdv1v38qLy9Pv/71rzV16lSlpKQoPDxcGzZs0OzZszV+/PhaY4uLi5WdnV3rWEhIiNv3quzUqZOysrI0d+5cDRw4UIsWLap1LzxJuvvuuzV58mQNGDBAF198sf71r39p586dSk5OrvU6NbsJFxUV6cEHH1RwcLBbmX6a79NPP5XFYpHJZNKMGTMu6Ey4u+66SxdffLFefPFFjR8/XsuWLdPSpUvP+5xWrVopODhYS5cuVfv27RUUFKTIyMizjk1ISFBAQIDeeOMNTZ8+XTt27HDdq/FClZWV6cEHH9Q111yjpKQkHTp0SN99952uvvrqcz7n/vvv18CBA/Xss89q4sSJWrt2rf70pz+dsTGN0binIQAAAAAAwAWIiIg4Z7EXFhamwYMH65VXXtFll12mnj17asaMGZo2bZr+9Kc/1Ro7c+ZMtWnTptbXQw895HYuq9Wqe++9V3feeaf69OmjNWvWuHbbrTFx4kTNmDFDDz30kPr3768DBw7o9ttvrzXm73//u06cOKF+/frpxhtv1F133aVWrVq5navGyy+/rJYtW2ro0KGyWCxKTU1Vv379fvZ5F110kd555x299tpr6t27tz7//HM98cQT532On5+fXn/9df31r39V27Ztzyhsfyw2NlZz5szRJ598ou7du+v555/Xiy++WKfP5uvrq7y8PN10003q3Lmzrr32Wo0ZM0ZPP/30OZ/Tr18/ffzxx5o7d6569uypmTNn6plnnjnrrs1GYvdkNzXVXasAAAAAAE1TU12H1mW3VgANi92TAQAAAAAAALiN0hAAAAAAAABALWyEAgAA6qyyulJ7TuxRtbNavWJ6ycfE7yEBAACA5oTSEAAAnJfT6dTRkqPalrtN23JOf+3O260KR4UkKS40TpZkiyxmi5IikwxOCwAAAKA+UBoCAIBaSitLtTNvp6sg3Ja7TblluWeMiwyMlMPhUHZJtt7Z/o7e2f6OUmJSZDFbNCZpjCIDIw1IDwAAAKA+UBoCAODFHE6H9hfur3UW4d6CvXI4HbXG+Zn81Dmqs1JiUpQSe/orITxBFY4KrTq4Sun2dH1z+JvTr5O7TS9894KGtx8ui9miS9tdKn9ff2M+IAAAAAC3UBoCAOBFCsoLXAXh9tzt2p6zXcWVxWeMax3SWimxKeod21u9YnqpW3Q3BfsFnzEu0DdQqYmpSk1MVW5ZrpZkLpHNbtP3+d9rRdYKrchaoZaBLTUmaYysHa3qHtVdJpPJEx8VAAAAwC9gcjqdTqNDNEVFRUWKjIxUYWGhIiIijI4DAMAZKh2V+uHED6cLwpzt2pa7TQeKDpwxLsg3SN2ju6t3bG+lxKaoV0wvtQ5t/Yvee0/+Hi3MWKiFGQtrXdpsjjTLYrYoLTlNcaFxv+g9AADwNk11HVpeXq7MzEwlJSUpKCjI6DiAV6vLzyOloZua6mQNAGi+skuyXZcYb8/drp15O3Wq+tQZ4xIjEk9fYhyTol6xvdSpZSf5+zTM5cNVjip9e/Rb2ew2fZH1hSuPSSZd1OYiWcwWXZFwhUL8Qxrk/QEAaE6a6jqU0hBoPOry88jlyQAANEFlVWXalber1mYlx0uPnzEuPCC81n0Ie8X08ugGJX4+frqk3SW6pN0lKq4o1vIDy2Wz27Tx2EatPbpWa4+uVYhfiEZ1GCWr2aoBcQPkY/LxWD4AAICmIDExUffcc4/uueceo6M0StnZ2brxxhu1Zs0a+fv7q6CgwOhIzQKlIQAAjZzT6dSBogO1Niv54cQPqnZW1xrna/JVp5adapWEHSI6NJoSLjwgXL/q9Cv9qtOvdLD4oBZmLFS6PV0Hiw9qgX2BFtgXqE1oG41LHier2arEyESjIwMAAC83efJkvf/++7rtttv01ltv1Xrsjjvu0J///GdNmjRJc+bMkSTl5ORo5syZWrRokY4dO6aWLVuqd+/emjlzpi6++GJJpwvAAwfOvGXMrFmz9MgjjzT4Z6oPw4cPV58+ffTqq68aHUWS9Morr+jo0aPasmWLIiM99wvy5o7SEACARqbwVKF25O7Qtpxt2pq7VdtztquoouiMcbHBsa5yMCUmRd2juzeZy3zjw+N1e+/bNT1lurbkbJHNbtOyzGU6WnJU72x/R+9sf0cpsSmyJls1Omm0R8+OBAAA+LH4+HjNnTtXr7zyioKDT28MV15erg8//FAJCQm1xl599dWqqKjQ+++/r+TkZB07dkwrV65UXl5erXHPPPOMpk2bVutYeHh4w34QN1RUVCggIMCt5zqdTlVXV8vPr+GrJ7vdrv79+6tTp05uv8Yv+azNVeM49QAAAC9V5ajS9/nf6+M9H+vxbx6X5TOLLpl7iaavmK4/b/2zVh9eraKKIgX6Bqpvq766qftNenHYi1p+zXKt/PVKvTriVU3tOVUD4gY0mcLwx0wmk/q26qsnhzypL679Qn8c9kdd1v4y+Zp8tS1nm55b95xGfDxC9626T19mfalKR6XRkQEAgJfp16+f4uPj9emnn7qOffrpp0pISFDfvn1dxwoKCvT111/rhRde0IgRI9ShQwcNGjRIjz76qKxWa63XDA8PV1xcXK2v0NDQ8+YoLS3V1KlTFR4eroSEBL399tu1Hn/44YfVuXNnhYSEKDk5WTNmzFBl5f/+7mS32zV+/Hi1bt1aYWFhGjhwoFasWFHrNRITE/Xss8/qpptuUkREhG699dYzckyePFlfffWVXnvtNZlMJplMJu3fv1+rVq2SyWTSkiVL1L9/fwUGBuqbb7654Pf9wx/+cM7PV1FRoTvvvFNt2rRRUFCQOnTooFmzZrmeO2/ePP3jH/+QyWTS5MmTJUlZWVkaP368wsLCFBERoWuvvVbHjh1zveZTTz2lPn366G9/+1ut+/uZTCb99a9/1bhx4xQSEqJu3bpp7dq12rdvn4YPH67Q0FANHTpUdrv9vP+9mgPONAQAwIOOlx7X9pzt2pq7VdtytmlX3i6VVZWdMS4hPMF1D8Lesb3VuWVn+fs2zGYljUWQX5BGJ47W6MTRyi3L1eKMxUrPSNf3+d9r+YHlWn5guVoGttTY5LGymC3qHtVdJpPJ6NgAAMANTqfzrH8H8oRgv+A6/x1i6tSpeu+993TDDTdIkt59911NmTJFq1atco0JCwtTWFiY5s+fr4suukiBgYH1GVsvvfSSnn32WT322GP6z3/+o9tvv13Dhg1Tly5dJJ0uIufMmaO2bdtq+/btmjZtmsLDw/XQQw9Jkk6ePKmxY8fq97//vQIDA/WPf/xDFotFe/bsqXXG5IsvvqiZM2fqySefPGuO1157TT/88IN69uypZ555RpIUGxur/fv3S5IeeeQRvfjii0pOTlbLli118ODBC3rf832+119/XTabTR9//LESEhJ08OBBHTx4UJL03XffuUrO1157TcHBwXI4HK7C8KuvvlJVVZXuuOMOTZw4sdZ/s3379mnevHn69NNP5evr6zr+7LPP6uWXX9bLL7+shx9+WNdff72Sk5P16KOPKiEhQVOnTtWdd96pJUuW/PL/sI0Yuye7qanuWgUA8JzyqnLtzt9da7OS7JLsM8aF+YepV0yvWpuVtAxqaUDixmlP/h6l29O1KHORcstyXcc7tugoi9mitKQ0tQ5tbWBCAAA8o6muQ8+2W2tpZakGfzjYkDzrrl93wVdoTJ48WQUFBXrnnXcUHx+vPXv2SJK6du2qgwcP6pZbblGLFi1c9zScN2+epk2bprKyMvXr10/Dhg3Tddddp5SUFNdrJiYm6ujRo/L3r/0L4SVLlujSSy89a47ExERdeuml+uCDDySdLl3j4uL09NNPa/r06Wd9zosvvqi5c+dqw4YN5/x8PXv21PTp03XnnXe63qdv37767LPPzvt9Ods9DVetWqURI0Zo/vz5Gj9+/Hmff7b3Pd/nu+uuu7Rz506tWLHirIXvhAkTav13WL58ucaMGaPMzEzFx8dLknbt2qUePXpo/fr1GjhwoJ566in94Q9/0OHDhxUbG+t6LZPJpCeeeELPPvusJOnbb7/VkCFD9Pe//11Tp06VJM2dO1dTpkxRWZkxxfcvwe7JAAB4mNPp1MHig7U2K9mTv0dVzqpa43xMPurYoqPrPoQpsSlKikxqNJuVNEZdorqoS1QX3dP/Hq09slbp9nR9cfAL7SvYp1c2vqLXNr2mi9pcJIvZosvjL2+Sl2kDAIDGLTY2VmlpaZozZ46cTqfS0tIUExNzxrirr75aaWlp+vrrr/Xtt99qyZIlmj17tv72t7+5LpuVpAcffLDWv0tSu3btzpvhx8WjyWRSXFycjh8/7jr20Ucf6fXXX5fdbtfJkydVVVVVq1w+efKknnrqKS1atEhHjx5VVVWVysrKlJWVVet9BgwYcCHfknP66fMv9H3P9/kmT56sUaNGqUuXLho9erTGjRunK6+88pwZdu/erfj4eFdhKEndu3dXixYttHv3bg0cOFCS1KFDh1qF4dmytG59+pfTvXr1qnWsvLxcRUVFTarArytKQwAA3FBcUaztudu1PWe7qygsOFVwxrjooOham5X0iOmhUP/z368GZ+fn46dL21+qS9tfquKKYn2+/3PZ7DZtOr5Ja46s0ZojaxTiF6IrE6+U1WxV/9b9KWMBAGikgv2Cte76dYa9tztqLkmVpDfffPOc44KCgjRq1CiNGjVKM2bM0C233KInn3yyVkkYExOjjh071un9f3pmoslkksPhkCStXbtWN9xwg55++mmlpqYqMjJSc+fO1UsvveQa/8ADD2j58uV68cUX1bFjRwUHB+uaa65RRUVFrdf9uXsr/pyfPv9C3/d8n69fv37KzMzUkiVLtGLFCl177bUaOXKk/vOf/9Rr1rNlqTmz8WzHavI1V5SGAAD8jGpHtfYV7NO23G2nS8KcbcoozJBTte/w4e/jr27R3ZQSk6Lesb3VK7aX2oa25b57DSA8IFxXd75aV3e+WgeLD2qhfaFsdpsOnTyk+fvma/6++Wob2lbjzONkSbYoMTLR6MgAAOBHTCZTk7s6YPTo0aqoqJDJZFJqauoFP6979+6aP39+wwWTtGbNGnXo0EGPP/6469iBAwdqjVm9erUmT56sq666StLpMwBr7kNYVwEBAaqurr6gsfX1vhEREZo4caImTpyoa665RqNHj1Z+fr6ioqLOGNutWzfXfQ9/fHlyQUGBunfvXuf39laUhgAA/ERuWa7rEuPtudu1I3eHSqtKzxjXLqydUmJPF4QpMSnqEtVFAb4BBiT2bvHh8bq9z+2a3nu6Nh/fLJvdpmX7l+lIyRG9ve1tvb3tbfWO7S2r2arUxFRFBkYaHRkAADRBvr6+2r17t+t//1ReXp5+/etfa+rUqUpJSVF4eLg2bNig2bNnn3GPv+LiYmVn177XdUhIiNuXunbq1ElZWVmaO3euBg4cqEWLFp1xX8JOnTrp008/lcVikclk0owZM9w+Uy4xMVHr1q3T/v37FRYWdtbirj7f9+WXX1abNm3Ut29f+fj46JNPPlFcXJxatGhx1vEjR45Ur169dMMNN+jVV19VVVWV/t//+38aNmzYL7782ptQGgIAvFpFdUWtzUq2527X4ZOHzxgX4hdyxmYl0cHRBiTGuZhMJvVr3U/9WvfTI4Me0aqDq2Sz27TmyBptzdmqrTlb9fz65zU8frisZqsubnex/H2a947UAACgfp2v1AsLC9PgwYP1yiuvyG63q7KyUvHx8Zo2bZoee+yxWmNnzpypmTNn1jp222236a233nIrl9Vq1b333qs777xTp06dUlpammbMmKGnnnrKNebll1/W1KlTNXToUMXExOjhhx9WUVGRW+/3wAMPaNKkSerevbvKysqUmZl5zrH18b7h4eGaPXu29u7dK19fXw0cOFCLFy+Wj8/Zb0VjMpm0YMEC/e53v9Nll10mHx8fjR49Wm+88Uad3tfbsXuym5rqrlUA4M2cTqcOnzzs2sl4e8527c7frUpHZa1xJplkbmGutVlJcmSyfH3O/I0yGr/cslwtylikdHu69pzY4zoeFRSlsUljZTFb1C2qG5eRAwAavaa6Dq3Lbq0AGlZdfh4pDd3UVCdrAPAmJZUl2pG7w3UW4bbcbcovzz9jXFRQlFJiUtQr9vSZhD2jeyosIMyAxGhoe/L3yGa3aVHGIuWV57mOd2zRUVazVWnJaWoV0srAhAAAnFtTXYdSGgKNB6WhBzTVyRoAmiuH06GMggzXTsZbc7bKXmA/Y7MSPx8/dYvqVutS4/Zh7TnLzMtUOaq05sgapdvT9UXWF6pwnN69z8fkoyFthshitujyhMvd3l0RAICG0FTXoZSGQONRl59H7mkIAGiS8svztT1nu7bmbNW23G3akbtDJZUlZ4xrG9rWdQ/ClNgUdYvupkDfQAMSozHx8/HTZe0v02XtL1NRRZE+3/+50u3p2nR8k1YfWa3VR1Yr1D9UV3a4UhazRf1b95eP6ez3zAEAAACaI0pDAECjV1ldqe/zv3edRbgtZ5sOnTx0xrhgv2D1jOn5v0uNY1IUGxJrQGI0JREBEbqm8zW6pvM1Olh0UOkZ6bLZbTp88rA+2/eZPtv3mdqFtdO45HGymC3qENHB6MgAAABAg+PyZDc11dPCAaCxczqdOlpytFZBuDtvt+vy0R9Ljkx2XWKcEpMicwuz/Hz4fRh+OafTqU3HNyndnq5l+5fpZOVJ12O9Y3vLarYqNTFVkYGRBqYEAHibproO5fJkoPHgnoYe0FQnawBobEorS7Uzb2etzUpyy3LPGBcZGOnayTglJkU9Y3sqIoD5Fw2vvKpcXx78Uja7TWuOrJHD6ZAkBfgEaHj8cFnNVg1tN1T+Pv4GJwUANHdNdR1aU1IkJiYqOJj7BQNGKisr0/79+7mnIQCgcXE4HdpfuF9bc7Zqe+52bcvZpr0Fe10lTA0/k586R3V2lYS9Y3srPjyezUpgiCC/II1JGqMxSWOUU5qjxZmLtcC+QHtP7NXnBz7X5wc+V1RQlMYmjZXVbFXXqK78WQUA4Ef8/U//Yq20tJTSEDBYaWmppP/9XJ4PZxq6qan+hgcAPKmgvMB1mfH23O3anrNdxZXFZ4yLC41Tr5he6h3b+/RmJVHdFOTHpSto3Pbk79EC+wItylik/PJ81/GOLTpqvHm8xiaPVauQVgYmBAA0N015HXr06FEVFBSoVatWCgkJ4RdsgIc5nU6Vlpbq+PHjatGihdq0afOzz6E0dFNTnqwBoCFUOir1w4kfTheEOdu1LXebDhQdOGNckG+Qukd3dxWEvWJ6qXVoawMSA/WjylGlNUfWyGa36cusL1333/Qx+WhImyGymq0akTBCwX6cWQEA+GWa8jrU6XQqOztbBQUFRkcBvFqLFi0UFxd3QcU9paGbmvJkDQD1Ibsk23Ufwu2527Uzb6dOVZ86Y1xiRKLrPoQpsSnq2LIj935Ds1VUUaRl+5cp3Z6uzcc3u46H+ofqyg5Xymq2ql/rfvIx+RiYEgDQVDWHdWh1dbUqKyuNjgF4JX9/f/n6+l7weEpDNzWHyRoALlRZVZl25e3632YlOdt0vOz4GePCA8JrFYS9Ynqxuyy8VlZRltIz0pVuT9fhk4ddx9uFtdO45HGymq1KiEgwMCEAoKlhHQrAkygN3cRkDaC5cjqdOlB0wHUvwm052/TDiR9U7ayuNc7X5KvOLTu7ysGU2BR1iOjAGVTATzicDm0+vlk2u03L9i9TSWWJ67E+sX1kMVs0Omk0u4EDAH4W61AAnkRp6CYmawDNReGpQu3I3aFtOdu0NXertudsV1FF0RnjYoNja92HsHt0d4X4hxiQGGi6yqrKtOrgKi2wL9DaI2tdO4cH+ARoePxwje84XkPaDuESfgDAWbEOBeBJlIZuYrIG0BRVOaq098Rebc/drq05W7UtZ5v2F+0/Y1ygb6C6R3dXSkyKesWe3tW4dUhrdrkD6lFOaY4WZSzSAvsC7SvY5zoeFRSlsUljNb7jeHVp2YWfOwCAC+tQAJ5EaegmJmsATcHx0uPanrNdW3NPF4S78naprKrsjHEJ4Qmn70X4f1+dW3bmTCfAQ5xOp/ac2KMF+xZoceZi5Zfnux7r1LKTrMlWpSWnKTYk1sCUAIDGgHUoAE+iNHQTkzWAxqa8qly783f/b7OS3G3KLsk+Y1yYf5jrHoQ1lxq3DGppQGIAP1XpqNTaI2u1YN8CfXnwS1U6Tu8u6WPy0ZC2Q2RNturyhMsV5BdkcFIAgBFYhwLwJEpDNzFZAzCS0+nUweKD2pqzVdtzt2tbzjbtyd+jKmdVrXE+Jh91bNHRtaNx79jeSoxMZLMSoAkoPFWozw98Lts+m7bkbHEdD/MP05WJV8pqtqpvq778PAOAF2EdCsCTKA3dxGQNwJOKK4pd5WDNPwtOFZwxLjoo2nUGYe/Y3uoR3YPNSoBmIKsoS+kZ6Uq3p+vwycOu4+3C2slitsiabFV8RLyBCQEAnsA6FIAnURq6ickaQEOpdlRrX8E+bcvdpu05pwvCjMIMOVV7uvb38Ve36G6uMwhTYlPUJrQNmyYAzZjD6dCmY5uUnpGuZfuXqaSyxPVY31Z9ZTFblJqYqogA/m4CAM0R61AAnkRp6CYmawD1Jbcs13Ufwu2527Ujd4dKq0rPGNc+rL1rJ+OUmBR1ieqiAN8AAxIDaAzKqsr0ZdaXsmXYtPbIWjmcDklSgE+ARiSMkNVs1dC2Q+Xn42dwUgBAfWEdCsCTKA3dxGQNwB0V1RW1NivZnru91qWGNUL9Q9UzpqdSYv63WUl0cLQBiQE0BcdLj2txxmItsC/QvoJ9ruNRQVFKS06T1WxV16iuBiYEANQH1qEAPInS0E1M1gB+jtPp1OGTh107GW/L2abv87937YZawySTzC3M6h3b27WrcXJksnx9fA1KDqCpcjqd+j7/e9nsNi3OXKz88nzXY51bdpbVbNXYpLGKDYk1MCUAwF2sQwF4EqWhm5isAfxUSWWJduTucJ1FuC13W60Fe42ooKj/nUEY20s9o3sqLCDMgMQAmrNKR6XWHF6jBfYFWnVwlesXFj4mHw1tO1RWs1Uj4kcoyC/I2KAAgAvGOhSAJ1EauonJGvBu1Y5qZRRmuHYy3pqzVfYC+xmblfj5+KlbVLfTOxrHnC4J24e1Z7MSAB5VeKpQy/YvU7o9XVtytriOh/mHKTUxVRazRf1a9WNuAoBGjnUoAE+iNHQTkzXgXfLL87U9Z7u25mzVttxt2pG7o9aupTXahrY9XRD+31fXqK4K9A00IDEAnN2BogNKt6cr3Z6uIyVHXMfbhbWT1WyVJdmi+Ih4AxMCAM6FdSgAT6I0dBOTNdB8VVZX6vv87133IdyWs02HTh46Y1ywX3CtzUpSYlMUExxjQGIAqDuH06GNxzYq3Z6uzw98XusXIf1a9ZPFbNGViVcqIoC/5wBAY8E6FIAnURq6ickaaB6cTqeOlhyttVnJ7rzdqnBUnDE2OTL5f2cRxqTI3MIsPx8/A1IDQP0qqyrTF1lfyGa36duj38rhdEiSAnwCdHnC5bKYLRradihzHgAYjHUoAE+iNHQTkzXQNJVWlmpn3k5tzdmq7TnbtS13m3LLcs8Y1yKwhWsn45TYFPWM6cnZNgC8wrGSY1qcuVg2u037Cva5jkcHRSstOU1Ws1VdoroYmBAAvBfrUACeRGnoJiZroPFzOB3aX7j/dEH4fxuW7C3Y6zqDpoafyU9dorq4SsLesb0VHx7PhgAAvJrT6dTu/N1Kt6drcebiWrvBd2nZRRazRWnJadyWAQA8iHUoAE+iNHQTkzXQeFU7qjVr/Swtzlis4sriMx6PC42rdR/CblHdFOQXZEBSAGgaKh2VWn14tWx2m1YdXKVKR6Ukydfkq6Fth8pqtmp4/HDmUgBoYKxDAXgSpaGbmKyBxuuTHz7RM2ufkSQF+QapR0wP130Ie8X0UuvQ1gYnBICmq/BUoZbtXyab3aatOVtdx8P9w3Vl4pWymq3q26ovZ2sDQANgHQrAkygN3cRkDTROhacKZfnMohOnTujufndrco/J3LgfABrI/sL9Ss9IV7o9XUdLjrqOtw9rL6vZqnHmcYoPjzcwIQA0L6xDAXgSpaGbmKyBxumF9S/on7v/KXOkWZ9YP5G/j7/RkQCg2XM4Hdp4bKNsdps+3/+5SqtKXY/1a9VPVrNVVyZeqfCAcANTAkDTxzoUgCdRGrqJyRpofOwFdl1tu1rVzmr9ddRfNbTtUKMjAYDXKasq08qslUq3p2vtkbVy6vRfNQN9A3V5/OWymC0a0nYIZ4EDgBtYhwLwJEpDNzFZA42L0+nUbctv09qjazUifoRev/x1oyMBgNc7VnJMizIXybbPJnuh3XU8JjhGaUlpspgt6hLVxcCEANC0sA4F4EmUhm5isgYaly+yvtDdX94tfx9/LRi/QPER3EMLABoLp9OpXfm7lG5P1+KMxTpx6oTrsS4tu8hqtmps8ljFBMcYmBIAGj/WoQA8idLQTUzWQONxqvqUJsyfoEMnD+mWXrfo7n53Gx0JAHAOlY5KfXPoG6VnpGvVwVWqdFRKknxNvrq43cWymC0aET9Cgb6BxgYFgEaIdSgAT6I0dBOTNdB4/G373/TaptfUKriV0q9KV4h/iNGRAAAXoPBUoZZmLpUtw6ZtOdtcx8P9w5WalCqr2ao+sX1kMpkMTAkAjQfrUACeRGnoJiZroHE4VnJMlvkWlVWV6Q+X/EEWs8XoSAAAN2QWZirdnq6FGQt1tOSo63h8eLwsZossyRa1D29vYEIAMB7rUACeRGnoJiZroHF49OtHtTBjoXrH9tYHYz7gbBQAaOIcToc2ZG+QzW7T8gPLVVpV6nqsX6t+Gt9xvEZ1GKXwgHADUwKAMViHAvAkSkM3MVkDxttyfItuXHKjTDLp32n/Vo+YHkZHAgDUo9LKUq3MWql0e7q+PfqtnDr919ZA30BdnnC5rGarLmpzkfx8/AxOCgCewToUgCdRGrqJyRowlsPp0PWLrtfOvJ26quNVeubiZ4yOBABoQNkl2VqUsUg2u00ZhRmu4zHBMUpLSpO1o1WdW3Y2MCEANDzWoQA8idLQTUzWgLE+2/uZZq6ZqTD/MKVfla6Y4BijIwEAPMDpdGpX3i7Z7DYtzlysglMFrse6RnWV1WzVmKQx/P8CgGaJdSgAT6I0dBOTNWCc4opijftsnPLL8/XAgAc0qcckoyMBAAxQWV2pbw5/I5vdplWHVqnKUSVJ8jX56uJ2F8tqtmp4/HAF+gYanBQA6gfrUACeRGnoJiZrwDgvfvei3t/1vhIjEvWp9VP5+/obHQkAYLCC8gIt3b9U6fZ0bcvd5joe7h+u1KRUjTePV+/Y3myYBaBJYx0KwJMoDd3EZA0YI7MwU79a8CtVOav05hVv6rL2lxkdCQDQyGQWZirdnq70jHRll2S7jseHx8titsiSbFH78PYGJgQA97AOBeBJlIZuYrIGjHH7itv1zeFvdGm7S/XnkX82Og4AoBFzOB3akL1BC+wLtPzAcpVVlbke69+6v8abx2tUh1EKCwgzMCUAXDjWoQA8idLQTUzWgOf999B/dcfKO+Tn46fPrJ8pMTLR6EgAgCaitLJUK7NWyma3ad3RdXLq9F+BA30DdXnC5RpvHq+L2lwkXx9fg5MCwLmxDgXgSZSGbmKyBjyrsrpSV9mu0oGiA5rcY7LuH3C/0ZEAAE1Udkm2FmYslM1uU2Zhput4bHCs0pLTZDVb1allJwMTAsDZsQ4F4EmUhm5isgY8670d7+nljS8rOihaC69ayKVkAIBfzOl0alfeLi2wL9CSzCUqOFXgeqxbVDdZzBaNTRqr6OBo40ICwI+wDgXgSZSGbmKyBjwntyxX4z4bp5LKEj0z9Bld1ekqoyMBAJqZyupKfX34a9nsNn116CtVOaokSb4mX13S7hJZzVYNix+mQN9Ag5MC8GasQwF4EqWhm5isAc+ZsXqG5u+br57RPfWvtH/Jx+RjdCQAQDNWUF6gpfuXyma3aXvudtfx8IBwjU4cLavZqt6xvWUymQxMCcAbsQ4F4EmUhm5isgY8Y0fuDv1m0W8kSf8c+0/1ju1tcCIAgDfJKMxQuj1d6fZ0HSs95jqeEJ4gi9kii9midmHtDEwIwJuwDgXgSZSGbmKyBhqew+nQjUtu1LacbbIkW/SHS/9gdCQAgJdyOB36Lvs72ew2LT+wXGVVZa7HBrQeIKvZqlEdRnHPXQANinUoAE+iNHQTkzXQ8NLt6Xrsm8cU7BeshVctVKuQVkZHAgBApZWlWpm1UgvsC7T+6Ho5dfqv00G+Qbo84XJZzVZd1OYi+fr4GpwUQHPDOhSAJ1EauonJGmhYJZUlsnxmUU5Zju7ud7du6XWL0ZEAADhDdkm2FmYslM1uU2Zhput4bHCsxiWPk8VsUaeWnQxMCKA5YR0KwJMoDd3EZA00rFc3vqq/7/i74sPjNX/8fAX4BhgdCQCAc3I6ndqZt1M2u01LMpeo4FSB67FuUd1kNVs1JmmMooOjjQsJoMljHQrAkygN3cRkDTScrKIsTVgwQZWOSr0+4nWNSBhhdCQAAC5YZXWl/nv4v7Lts+m/h/+rKkeVJMnP5KdL2l0ii9mi4fHD+YUYgDpjHQrAkygN3cRkDTSc333xO606uEpD2w7VWyPfkslkMjoSAABuOVF+Qkv3L5Vtn0078na4jkcERGh04mhZzBb1ju3N/9cBuCCsQwF4EqWhm5isgYax5vAa3bbiNvmZ/DTPOk/JLZKNjgQAQL3IKMhQeka60u3pOlZ6zHW8Q0QHWZItspgtahvW1sCEABo71qEAPInS0E1M1kD9q3RU6hrbNcoozNBvu/1WDw962OhIAADUu2pHtb479p3S7elafmC5yqrKXI8NjBsoS7JFVyZeqVD/UANTAmiMWIcC8CRKQzcxWQP174NdH2j2d7MVFRSl9KvSFRHAzxYAoHkrrSzViqwVsu2zaX32ejl1+q/mQb5BuqLDFbImWzW4zWD5+vganBRAY8A6FIAnURq6ickaqF/55fka9+k4FVcW68khT+qaztcYHQkAAI86evKoFmUu0oJ9C7S/aL/reKvgVkozp8mabFXHlh2NCwjAcKxDAXgSpaGbmKyB+vXUmqc0b+88dYvqpn+n/ZszKgAAXsvpdGpH7g7Z7DYt2b9EhacKXY91j+4uq9mqMUljFBUUZWBKAEZgHQrAkygN3cRkDdSfXXm7dN3C6+SUU++Pfl/9WvczOhIAAI1CRXWFvj70tWx2m/576L+qclZJkvxMfrqk/SWymq0a1n6YAnwDDE4KwBNYhwLwJEpDNzFZA/XD6XRq0tJJ2nx8s8YkjdHsy2YbHQkAgEbpRPkJLclcIpvdpp15O13HIwIiNCZpjCxmi1JiUmQymQxMCaAhsQ4F4EmUhm5isgbqx+KMxXr464cV7Bcs2wSb4kLjjI4EAECjZy+wK92ervSMdB0vPe46nhiRKIvZonHJ49Q2rK2BCQE0BNahADyJ0tBNTNbAL1daWSrLfIuOlx7XHX3u0PTe042OBABAk1LtqNb67PVKt6drRdYKlVWVuR4bFDdIFrNFozqMUqh/qIEpAdQX1qEAPInS0E1M1sAv98bmN/T2trfVLqyd5o+fryC/IKMjAQDQZJVUlmjFgRVKt6drffZ6OXX6r/nBfsG6IuEKWcwWDY4bzGZjQBPGOhSAJ1EauonJGvhlDhUf0vj541XhqNDLw1/WqA6jjI4EAECzcfTkUS3MWCib3ab9Rftdx1uFtNK45HGymq0ytzAbFxCAW1iHAvAkSkM3MVkDv8y9X96rFVkrNChukP525d+4aTsAAA3A6XRqe+522ew2LclcoqKKItdj3aO7y2q2akzSGEUFRRmYEsCFYh0KwJMoDd3EZA24b93Rdbrl81vkY/LRJ5ZP1LllZ6MjAQDQ7FVUV+i/h/4rm92mrw99rSpnlSTJz+SnS9tfKqvZqsvaX6YA3wCDkwI4F9ahADyJ0tBNTNaAe6ocVfp1+q+1r2CfrutynR6/6HGjIwEA4HXyy/O1JHOJ0u3p2pm303U8MjBSoxNHy2q2qldML64EABoZ1qEAPInS0E1M1oB7/v39v/WHdX9QZGCkFl21SJGBkUZHAgDAq+07sU/pGelamLFQx0uPu44nRiTKarZqXPI4tQlrY2BCADVYhwLwJEpDNzFZA3VXUF6gtM/SVFRRpMcHP67rul5ndCQAAPB/qh3VWpe9Tun2dK3MWqmyqjJJkkkmDYwbKKvZqlEdRinEP8TgpID3Yh0KwJMoDd3EZA3U3XPfPqeP9nykTi076eNxH8vPx8/oSAAA4CxKKku0/MBypdvTtT57vet4sF+wRiaMlMVs0aC4QfL18TUwJeB9WIcC8CRKQzcxWQN1syd/j65deK0cTofeTX1XA+MGGh0JAABcgCMnj2hhxkLZ7DYdKDrgOt46pLXGJY+T1WxVcotkAxMC3oN1KABPojR0E5M1cOGcTqdu/vxmfZf9nUZ1GKWXh79sdCQAAFBHTqdT23K3Kd2eriWZS1RUUeR6rEd0D1nNVo1JGqOWQS0NTAk0b6xDAXgSpaGbmKyBC/f5/s91/1f3K9A3ULYJNrUNa2t0JAAA8AtUVFfoq0NfyWa36ZtD36jKWSVJ8jP56dL2l2q8ebwubX+pAnwDDE4KNC+sQwF4EqWhm5isgQtTXlWu8fPH60jJEU3vPV139LnD6EgAAKAe5Zfna0nmEtnsNu3K2+U6HhkYqdGJozXePF49Y3rKZDIZmBJoHliHAvAkSkM3MVkDF+YvW/+iP2/5s+JC42SbYFOwX7DRkQAAQAPZd2KfbBk2LbIv0vGy467jSZFJspqtGpc8TnGhcQYmBJo21qEAPInS0E1M1sDPO3ryqKzzrSqvLtcfL/ujRieNNjoSAADwgGpHtdZlr5PNbtPKAytVXl0uSTLJpEFxg2TtaNXIhJEK8Q8xOCnQtLAOBeBJlIZuYrIGft6DXz2opfuXqn/r/nov9T0uSwIAwAuVVJbo8/2fKz0jXd9lf+c6HuwXrJEJI2XtaNXA1gPl6+NrYEqgaWAdCsCTKA3dxGQNnN+G7A2asmyKfEw++mjcR+oa1dXoSAAAwGBHTh5Ruj1d6RnpOlB0wHW8dUhrjUseJ2tHq5Ijkw1MCDRurEMBeBKloZuYrIFzq3ZUa+LCidpzYo9+3fnXmjlkptGRAABAI+J0OrUtd5ts+2xasn+JiiuKXY/1jO4pa0erxiSOUYugFsaFBBoh1qEAPInS0E1M1sC5fbznYz377bMKDwjXoqsWqWVQS6MjAQCARqqiukJfHfpKtn02fXP4G1U5qyRJfj5+uqzdZbJ2tOqydpfJ39ff4KSA8ViHAvAkSkM3MVkDZ1d4qlDjPhunglMFemTQI7qh2w1GRwIAAE1EXlmelmQukc1u0+783a7jLQJbaHTiaI3vOF49ontwn2R4LdahADyJ0tBNTNbA2T2//nn9a/e/ZI406xPrJ/L34awAAABQd3tP7FW6PV0LMxYqpyzHdTwpMklWs1XjkscpLjTOwISA57EOBeBJlIZuYrIGzrTvxD5dk36Nqp3VenvU2xrSdojRkQAAQBNX7ajWuqPrtMC+QF9kfaHy6nJJkkkmDWozSFazVSMTRirEP8TgpEDDYx0KwJMoDd3EZA3U5nQ6devyW/Xt0W81In6EXr/8daMjAQCAZuZkxUktP7BcNrtNG45tcB0P9gvWqA6jZDFbNChukHxMPgamBBoO61AAnkRp6CYma6C2lVkrdc+X98jfx18Lxi9QfES80ZEAAEAzdvjkYaXb05VuT1dWcZbreFxonMYlj5PFbFFyZLKBCYH6xzoUgCdRGrqJyRr4n1PVpzR+/ngdPnlYt/S6RXf3u9voSAAAwEs4nU5tzdkqm92mpfuXqrii2PVYr5hespgtGpM4Ri2CWhgXEqgnrEMBeBKloZuYrIH/eWfbO3p98+tqFdxK6Velc08hAABgiFPVp/TVwa9ks9v0zeFvVO2sliT5+fhpWPthspgtuqzdZfL3ZaM2NE2sQwF4EqWhm5isgdOOlRyTZb5FZVVl+sMlf5DFbDE6EgAAgPLK8rQkc4lsdpt25+92HW8R2EJjksbIaraqR3QPmUwmA1MCdcM6FIAnURq6ickaOO2Rrx/RooxF6h3bWx+M+YC/eAMAgEbnhxM/aKF9oRZmLFROWY7reHJksixmi8Ylj1NcaJyBCYELwzoUgCdRGrqJyRqQthzfohuX3CiTTPp32r/VI6aH0ZEAAADOqcpRpXVH18lmt+mLrC9UXl0uSTLJpMFtBstqtuqKhCu41QoaLdahADzJz+gAAJomh9OhWetnSZImdJxAYQgAABo9Px8/XdzuYl3c7mKdrDip5QeWa4F9gTYe26hvj36rb49+q2C/YI3qMEpWs1UD4wbKx+RjdGwAAAzBmYZu4jc88Haf7f1MM9fMVJh/mNKvSldMcIzRkQAAANxyqPiQFmYsVLo9XVnFWa7jcaFxsiRbZDFblBSZZGBC4DTWoQA8idLQTUzW8GbFFcUa99k45Zfn64EBD2hSj0lGRwIAAPjFnE6ntuZslc1u09LMpSquLHY9lhKTIovZotGJo9UiqIVxIeHVWIcC8CRKQzcxWcObvfjdi3p/1/tKjEjUp9ZP5e/rb3QkAACAenWq+pRWHVyldHu6vjn8jaqd1ZJOX+I8vP1wWcwWXdruUv4eBI9iHQrAkygN3cRkDW+VWZipXy34laqcVfrzFX/Wpe0vNToSAABAg8oty9WSzCWy2W36Pv971/GWgS01JmmMrGarukd3l8lkMjAlvAHrUACeRGnoJiZreKvbV9yubw5/o8vaX6Y3r3jT6DgAAAAetSd/jxZmLNTCjIXKLct1HTdHmmUxW5SWnKa40DgDE6I5Yx0KwJMoDd3EZA1v9N9D/9UdK++Qn4+f5o+frw4RHYyOBAAAYIgqR5W+PfqtbHabvsj6QqeqT0mSTDLpojYXyWK26IqEKxTiH2JwUjQnrEMBeJKf0QEANA2V1ZWa/d1sSdKN3W6kMAQAAF7Nz8dPl7S7RJe0u0TFFcVafmC5bHabNh7bqLVH12rt0bUK8QvRqA6jZDVbNSBugHxMPkbHBgDggnGmoZv4DQ+8zXs73tPLG19WdFC0Fl61UGEBYUZHAgAAaHQOFh/UwoyFSren62DxQdfxNqFtNC55nCxmi5IikwxMiKaMdSgAT6I0dBOTNbxJblmuxn02TiWVJXr24mc1oeMEoyMBAAA0ak6nU1tytshmt2lZ5jIVVxa7HkuJSZHVbNXopNGKDIw0MCWaGtahADyJ0tBNTNbwJk9884QW2BeoV0wv/XPsP7m0BgAAoA7Kq8q16tAqpdvTtfrwalU7qyVJ/j7+Gh4/XJZkiy5pf4n8ffwNTorGjnUoAE+iNHQTkzW8xfac7bp+8fWSpH+N/ZdSYlMMTgQAANB05ZblanHGYqVnpOv7/O9dx1sGttTY5LGymC3qHtVdJpPJwJRorFiHAvAkSkM3MVnDGzicDt24+EZty90mq9mq31/ye6MjAQAANBt78vco3Z6uRZmLlFuW6zresUVHWcwWpSWlqXVoawMTorFhHQrAkygN3cRkDW9gs9v0+DePK8QvRAuvWqjYkFijIwEAADQ7VY4qrT2yVun2dH1x8Audqj4lSTLJpIvaXCRrR6suj79cIf4hBieF0ViHAvAkSkM3MVmjuSupLNG4z8YptyxX9/S7Rzf3utnoSAAAAM1ecUWxPt//uWx2mzYd3+Q6HuIXolEdRml8x/Hq37o/95j2UqxDAXgSpaGbmKzR3L2y8RW9u+NdxYfHa/74+QrwDTA6EgAAgFc5WHxQC+0LZbPbdOjkIdfxtqFtNc48TpZkixIjE40LCI9jHQrAkygN3cRkjeYsqyhLExZMUKWjUq+PeF0jEkYYHQkAAMBrOZ1ObT6+WTa7Tcv2L9PJypOux1JiUzTePF6piamKDIw0MCU8gXUoAE+iNHQTkzWas9+t/J1WHVqloW2H6q2Rb7F7HwAAQCNRXlWuVQdXyWa3ac2RNap2VkuS/H38NTx+uKxmqy5ud7H8ffyNDYoGwToUgCdRGrqJyRrN1erDqzV9xXT5mfw0zzpPyS2SjY4EAACAs8gty9WijEVKt6drz4k9ruNRQVEakzRGVrNV3aK68QvgZoR1KABPojR0E5M1mqNKR6Wutl2tzMJM/bbbb/XwoIeNjgQAAIALsCd/j2x2mxZlLFJeeZ7reMcWHWU1W5WWnKZWIa0MTIj6wDoUgCdRGrqJyRrN0T92/kN/3PBHRQVFKf2qdEUE8GcbAACgKalyVGnNkTVKt6fri6wvVOGokCT5mHx0UZuLZDVbdXnC5Qr2CzY4KdzBOhSAJ1EauonJGs1NXlmexn02TicrT+rJIU/qms7XGB0JAAAAv0BRRZE+3/+50u3p2nR8k+t4qH+oRnUYJavZqv6t+8vH5GNgStQF61AAnkRp6CYmazQ3T615SvP2zlO3qG76d9q/5evja3QkAAAA1JODRQeVnpEum92mwycPu463DW2rceZxspqt6hDRwcCEuBCsQwF4EqWhm5is0Zzsytul6xZeJ6ecen/0++rXup/RkQAAANAAnE6nNh/fLJvdpmX7l+lk5UnXY71je8tqtio1MVWRgZEGpsS5sA4F4EmUhm5iskZz4XQ6NWnpJG0+vlljksZo9mWzjY4EAAAADyivKteXB7+UzW7TmiNr5HA6JEn+Pv4aHj9cVrNVF7e7WP4+/gYnRQ3WoQA8idLQTUzWaC4WZyzWw18/rGC/YNkm2BQXGmd0JAAAAHhYTmmOFmcu1gL7Au09sdd1PCooSmOTxspqtqprVFeZTCYDU4J1KABPojR0E5M1moPSylJZ5lt0vPS47uxzp27rfZvRkQAAAGCwPfl7tMC+QIsyFim/PN91vGOLjrKarUpLTlOrkFYGJvRerEMBeBKloZuYrNEcvLH5Db297W21C2un+ePnK8gvyOhIAAAAaCSqHFVac2SNbHabvsz6UhWOCkmSj8lHQ9oMkcVs0eUJlyvYL9jgpN6DdSgAT6I0dBOTNZq6Q8WHNH7+eFU4KvTK8Fc0ssNIoyMBAACgkSqqKNKy/cuUbk/X5uObXcdD/UN1ZYcrZTFb1L91f/mYfAxM2fyxDgXgSZSGbmKyRlN375f3akXWCg2OG6x3rnyH+9MAAADggmQVZSk9I13p9nQdPnnYdbxdWDuNSx4nq9mqhIgEAxM2X6xDAXgSpaGbmKzRlK07uk63fH6LfE2++sTyiTq17GR0JAAAADQxDqdDm49vls1u07L9y1RSWeJ6rE9sH1nMFqUmpioyMNLAlM0L61AAnkRp6CYmazRVVY4q/Tr919pXsE+/6fobPTb4MaMjAQAAoIkrqyrTqoOrtMC+QGuPrJXD6ZAkBfgEaHj8cFnNVg1tN1T+Pv7GBm3iWIcC8CRKQzcxWaOp+nD3h5q1fpZaBLbQwqsW8ptfAAAA1Kuc0hwtylikBfYF2lewz3U8KihKY5PGymq2qmtUV26P4wbWoQA8idLQTUzWaIoKyguU9lmaiiqK9MTgJzSx60SjIwEAAKCZcjqd2nNijxbsW6DFmYuVX57veqxTy06yJluVlpym2JBYA1M2LaxDAXgSpaGbmKzRFD337XP6aM9H6tyysz4e97F8fXyNjgQAAAAvUOmo1Noja7Vg3wJ9efBLVToqJUk+Jh8NaTtE1mSrLk+4XEF+QQYnbdxYhwLwJEpDNzFZo6nZk79H1y68Vg6nQ++mvquBcQONjgQAAAAvVHiqUJ8f+Fy2fTZtydniOh7mH6YrE6+UJdmifq37ycfkY1zIRop1KABPojR0E5M1mhKn06mpy6Zqw7ENurLDlXpp+EtGRwIAAACUVZSl9Ix0pdvTdfjkYdfxdmHtZDFbZEm2KCEiwcCEjQvrUACeRGnoJiZrNCXL9i/TA189oEDfQNkm2NQ2rK3RkQAAAAAXh9OhTcc2KT0jXcv2L1NJZYnrsb6t+spitig1MVURAd699mIdCsCTKA3dxGSNpqKsqkzj54/X0ZKjur337fp/ff6f0ZEAAACAcyqrKtOXWV/KlmHT2iNr5XA6JEkBPgEakTBCVrNVQ9sOlZ+Pn8FJPY91KABPahQ3iXjzzTeVmJiooKAgDR48WOvXrz/v+E8++URdu3ZVUFCQevXqpcWLF9d63Ol0aubMmWrTpo2Cg4M1cuRI7d2796yvderUKfXp00cmk0lbtmypr48ENBpzdszR0ZKjiguN05SeU4yOAwAAAJxXsF+wxiaP1Vsj39Lya5br/v73q2OLjqpwVGjZ/mW6Y+UduuKTKzT7u9n6Pv97o+MCQLNleGn40Ucf6b777tOTTz6pTZs2qXfv3kpNTdXx48fPOn7NmjX6zW9+o5tvvlmbN2/WhAkTNGHCBO3YscM1Zvbs2Xr99df11ltvad26dQoNDVVqaqrKy8vPeL2HHnpIbdtyqSaap6Mnj+rdHe9Kku7vf7+C/YINTgQAAABcuFYhrTS552R9av1UH4/7WL/t9ltFBUUpvzxfH+z6QL9O/7Wutl2t93e+r5zSHKPjAkCzYvjlyYMHD9bAgQP1pz/9SZLkcDgUHx+v3/3ud3rkkUfOGD9x4kSVlJRo4cKFrmMXXXSR+vTpo7feektOp1Nt27bV/fffrwceeECSVFhYqNatW2vOnDm67rrrXM9bsmSJ7rvvPs2bN089evTQ5s2b1adPnwvKzWnhaAoe+OoBLdu/TP1b99d7qe/JZDIZHQkAAAD4RSodlVpzeI0W2Bdo1cFVqnRUSpJ8TD4a2naorGarRsSPUJBfkLFBGwDrUACeZOhNICoqKrRx40Y9+uijrmM+Pj4aOXKk1q5de9bnrF27Vvfdd1+tY6mpqZo/f74kKTMzU9nZ2Ro5cqTr8cjISA0ePFhr1651lYbHjh3TtGnTNH/+fIWEhPxs1lOnTunUqVOufy8qKrrgzwkY4bvs77Rs/zL5mHz0yKBHKAwBAADQLPj7+GtY/DANix+mwlOFWrZ/mdLt6dqSs0XfHP5G3xz+RmH+YUpNTJXFbFG/Vv34uzAAuMHQy5Nzc3NVXV2t1q1b1zreunVrZWdnn/U52dnZ5x1f88/zjXE6nZo8ebKmT5+uAQMGXFDWWbNmKTIy0vUVHx9/Qc8DjFDtqNYL61+QJF3d6Wp1jepqcCIAAACg/kUGRuraLtfqg7EfaOFVC3Vbym1qG9pWJytPat7eeZq8dLLGfDpGf97yZx0sOmh0XABoUgy/p6ER3njjDRUXF9c6w/HnPProoyosLHR9HTzI/+Gg8Zq3d572nNij8IBw/a7v74yOAwAAADS4DhEddGffO7Xk6iV6N/VdXdXxKoX6h+rwycP6y9a/aOxnYzVpyST954f/qKiCK8cA4OcYWhrGxMTI19dXx44dq3X82LFjiouLO+tz4uLizju+5p/nG/PFF19o7dq1CgwMlJ+fnzp27ChJGjBggCZNmnTW9w0MDFREREStL6AxKjxVqDc2vyFJuqPPHWoZ1NLgRAAAAIDn+Jh8NDBuoJ65+Bl9ee2Xev7S5zW07VD5mHy06fgmPb32aY34aIQe/OpB/ffQf1XlqDI6MgA0SoaWhgEBAerfv79WrlzpOuZwOLRy5UoNGTLkrM8ZMmRIrfGStHz5ctf4pKQkxcXF1RpTVFSkdevWuca8/vrr2rp1q7Zs2aItW7Zo8eLFkk7v5Pz73/++Xj8j4Gl/2foXFZwqkDnSrGu7XGt0HAAAAMAwwX7BSktO019H/VWfX/257ut/nzq26KgKR4WW7l+qO1beoZGfjNQfv/uj9uTvMTouADQqhm6EIkn33XefJk2apAEDBmjQoEF69dVXVVJSoilTpkiSbrrpJrVr106zZs2SJN19990aNmyYXnrpJaWlpWnu3LnasGGD3n77bUmSyWTSPffco+eee06dOnVSUlKSZsyYobZt22rChAmSpISEhFoZwsLCJElms1nt27f30CcH6t++E/s09/u5kqSHBz0sfx9/gxMBAAAAjUPr0Naa0nOKJveYrN35u5VuT9fizMXKK8/TP3b9Q/nl+Zp16SyjYwJAo2F4aThx4kTl5ORo5syZys7OVp8+fbR06VLXRiZZWVny8fnfCZFDhw7Vhx9+qCeeeEKPPfaYOnXqpPnz56tnz56uMQ899JBKSkp06623qqCgQJdccomWLl2qoKAgj38+wFOcTqde+O4FVTurdXn85RrS9uxn6wIAAADezGQyqXt0d3WP7q77Btyn1YdXy2a3aULHCUZHA4BGxeR0Op1Gh2iKioqKFBkZqcLCQu5viEZhZdZK3fPlPQrwCdD8CfMVH84O3wAAAEBzwjoUgCd55e7JQHNzqvqU/vjdHyVJk3pMojAEAAAAAAC/CKUh0Az8Y+c/dPjkYbUKbqVbet1idBwAAAAAANDEURoCTdyxkmN6Z/s7kqR7B9yrEP8QgxMBAAAAAICmjtIQaOJe2fSKyqrK1Ce2j9KS0oyOAwAAAAAAmgFKQ6AJ23J8ixZlLJJJJj0y+BGZTCajIwEAAAAAgGaA0hBoohxOh2atnyVJuqrTVeoR3cPgRAAAAAAAoLmgNASaqPn75mtX3i6F+Yfprr53GR0HAAAAAAA0I5SGQBNUXFGs1za9Jkma3nu6ooOjDU4EAAAAAACaE0pDoAl6a+tbyi/PV2JEoq7ver3RcQAAAAAAQDNDaQg0MRmFGfpw94eSpIcHPSx/X3+DEwEAAAAAgOaG0hBoQpxOp2Z/N1tVzioNaz9Ml7S7xOhIAAA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", + "text/plain": [ + "<Figure size 1200x1200 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img = rgb2gray(chelsea())\n", + "sizes = [8, 32, 64, 128, 256]\n", + "mse_dct_arr = []\n", + "mse_hadamard_arr = []\n", + "mse_haar_arr = []\n", + "for size in sizes:\n", + " # pad image for blocking\n", + " pad_x = 0 if img.shape[0] % size == 0 else (img.shape[0] // size + 1) * size - img.shape[0]\n", + " pad_y = 0 if img.shape[1] % size == 0 else (img.shape[1] // size + 1) * size - img.shape[1]\n", + " img_pad = np.pad(img, ((0, pad_x), (0, pad_y)))\n", + "\n", + " blocks = Blocks(block_size=size)(img_pad)\n", + " dct_blocks = DCTofBlocks()(blocks.copy())\n", + " hadamard_blocks = HadamardofBlocksSequenceOrdering()(blocks.copy())\n", + " haar_blocks = HaarTransformofBlocks()(blocks.copy())\n", + "\n", + " dct_highest = PickNZigZag(size ** 2 // 4)(dct_blocks)\n", + " hadamard_highest = PickNZigZag(size ** 2 // 4)(hadamard_blocks)\n", + " haar_highest = PickNthHighest(size ** 2 // 4)(haar_blocks)\n", + "\n", + " dct_img = Blocks(block_size=size).invert(DCTofBlocks().invert(dct_highest))\n", + " hadamard_img = Blocks(block_size=size).invert(HadamardofBlocksSequenceOrdering().invert(hadamard_highest))\n", + " haar_img = Blocks(block_size=size).invert(HaarTransformofBlocks().invert(haar_highest))\n", + "\n", + " mse_dct = ((img_pad - dct_img)**2.0).mean(axis=None)\n", + " mse_hadamard = ((img_pad - hadamard_img)**2.0).mean(axis=None)\n", + " mse_haar = ((img_pad - haar_img)**2.0).mean(axis=None)\n", + "\n", + " mse_dct_arr.append(mse_dct)\n", + " mse_hadamard_arr.append(mse_hadamard)\n", + " mse_haar_arr.append(mse_haar)\n", + "\n", + " plt.subplot(141)\n", + " plt.title(\"Original\")\n", + " plt.imshow(img_pad, cmap='gray', vmin=0, vmax=1)\n", + " plt.subplot(142)\n", + " plt.title(\"DCT MSE: \\n\" + str(mse_dct))\n", + " plt.imshow(dct_img, cmap='gray', vmin=0, vmax=1)\n", + " plt.subplot(143)\n", + " plt.title(\"Hadamard transform MSE: \\n \" + str(mse_hadamard))\n", + " plt.imshow(hadamard_img, cmap='gray', vmin=0, vmax=1)\n", + " plt.subplot(144)\n", + " plt.title(\"Haar transform MSE: \\n \" + str(mse_haar))\n", + " plt.imshow(haar_img, cmap='gray', vmin=0, vmax=1)\n", + " plt.show()\n", + "\n", + "plt.plot(sizes, mse_dct_arr, label=\"MSE dct\")\n", + "plt.plot(sizes, mse_hadamard_arr, label=\"MSE hadamard transform\")\n", + "plt.plot(sizes, mse_haar_arr, label=\"MSE haar transform\")\n", + "plt.ylabel(\"MSE intensity\")\n", + "plt.xlabel(\"Window size\")\n", + "plt.xticks(sizes)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n", + "plt.show()" + ] + } + ], + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}