Created
September 3, 2022 03:55
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "source": [ | |
| "from PIL import Image\r\n", | |
| "import numpy as np\r\n", | |
| "import matplotlib.pyplot as plt" | |
| ], | |
| "outputs": [], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "source": [ | |
| "BLOCK_W = 96\r\n", | |
| "BLOCK_H = 128\r\n", | |
| "\r\n", | |
| "encrypted = Image.open('encrypted.jpg')\r\n", | |
| "compressed = Image.open('compressed.jpg').resize(encrypted.size)\r\n", | |
| "\r\n", | |
| "NUM_BLOCK_W = encrypted.size[0]//BLOCK_W\r\n", | |
| "NUM_BLOCK_H = encrypted.size[1]//BLOCK_H\r\n", | |
| "\r\n", | |
| "NUM_BLOCK_W, NUM_BLOCK_H" | |
| ], | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(21, 22)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 2 | |
| } | |
| ], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "source": [ | |
| "def diffImg(img1, img2): # 色差\r\n", | |
| " a = img1-img2\r\n", | |
| " b = np.uint8(img1 < img2) * 254 + 1\r\n", | |
| " return a * b\r\n", | |
| "\r\n", | |
| "\r\n", | |
| "def segmentImg(img): # 切割\r\n", | |
| " temp = []\r\n", | |
| " h = NUM_BLOCK_H*BLOCK_H\r\n", | |
| " w = NUM_BLOCK_W*BLOCK_W\r\n", | |
| " for i in range(0, h, BLOCK_H):\r\n", | |
| " for j in range(0, w, BLOCK_W):\r\n", | |
| " temp.append(img[i:i+BLOCK_H, j:j+BLOCK_W])\r\n", | |
| " return np.array(temp)\r\n", | |
| "\r\n", | |
| "\r\n", | |
| "def reconstructImg(img): # 重构\r\n", | |
| " temp = []\r\n", | |
| " for i in range(NUM_BLOCK_H):\r\n", | |
| " temp.append(np.concatenate(img[i*NUM_BLOCK_W:(i+1)*NUM_BLOCK_W], axis=1))\r\n", | |
| " return np.concatenate(temp, axis=0)\r\n", | |
| "\r\n", | |
| "\r\n", | |
| "def show(img):\r\n", | |
| " plt.imshow(img, cmap='gray')\r\n", | |
| " plt.show()" | |
| ], | |
| "outputs": [], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "source": [ | |
| "# 处理拼图\r\n", | |
| "encrypted = segmentImg(np.array(encrypted))\r\n", | |
| "print(encrypted.shape)\r\n", | |
| "show(encrypted[0])" | |
| ], | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "(462, 128, 96)\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "source": [ | |
| "# 处理原图\r\n", | |
| "compressed = segmentImg(np.array(compressed))\r\n", | |
| "print(compressed.shape)\r\n", | |
| "show(compressed[0])" | |
| ], | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "(462, 128, 96)\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "source": [ | |
| "# 计算色差并排序\r\n", | |
| "diffRank = []\r\n", | |
| "for i, iv in enumerate(compressed):\r\n", | |
| " for j, jv in enumerate(encrypted):\r\n", | |
| " diffRank.append((np.sum(diffImg(iv, jv)), i, j))\r\n", | |
| "diffRank.sort(key=lambda x: x[0])" | |
| ], | |
| "outputs": [], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "source": [ | |
| "# 选择与原图色差最小的图块\r\n", | |
| "pairedIndex = [-1]*encrypted.shape[0]\r\n", | |
| "used = set()\r\n", | |
| "for i in diffRank:\r\n", | |
| " if pairedIndex[i[1]] < 0 and not i[2] in used:\r\n", | |
| " pairedIndex[i[1]] = i[2]\r\n", | |
| " used.add(i[2])" | |
| ], | |
| "outputs": [], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "source": [ | |
| "decrypted = reconstructImg(encrypted[pairedIndex])\r\n", | |
| "print(decrypted.shape)\r\n", | |
| "show(decrypted)" | |
| ], | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "(2816, 2016)\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ], | |
| "metadata": {} | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "source": [ | |
| "data = Image.fromarray(decrypted)\r\n", | |
| "data.save('decrypted.png')" | |
| ], | |
| "outputs": [], | |
| "metadata": {} | |
| } | |
| ], | |
| "metadata": { | |
| "orig_nbformat": 4, | |
| "language_info": { | |
| "name": "python", | |
| "version": "3.8.10", | |
| "mimetype": "text/x-python", | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "pygments_lexer": "ipython3", | |
| "nbconvert_exporter": "python", | |
| "file_extension": ".py" | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3.8.10 64-bit (system)" | |
| }, | |
| "interpreter": { | |
| "hash": "e922dd073470bdcc017ae3abd31d6491d6ed7bf31c1d559806e5511bfea88b81" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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