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April 13, 2020 15:52
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svd_image_compression.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "svd_image_compression.ipynb", | |
"provenance": [], | |
"authorship_tag": "ABX9TyPZ0n3su4UobJ9chBJOJUUG", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"accelerator": "TPU" | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/ritwikraha/9b27d4a3b90339f0c456c5d627fc256f/svd_image_compression.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "aQ7oPUhA6e9e", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 51 | |
}, | |
"outputId": "0c3a61fa-c5ca-474f-c69f-27d53281bc73" | |
}, | |
"source": [ | |
"from google.colab import drive\n", | |
"drive.mount('/gdrive')\n", | |
"%cd /gdrive" | |
], | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Drive already mounted at /gdrive; to attempt to forcibly remount, call drive.mount(\"/gdrive\", force_remount=True).\n", | |
"/gdrive\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "wlOxNP3j6BFB", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"from matplotlib.image import imread\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import os\n", | |
"plt.rcParams['figure.figsize']=[16,8]" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "ZJTmIm0JLM5z", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Reading the image from drive\n", | |
"- - - - \n", | |
"The meaning of gray = np.mean(rgb, -1) is the same as: \n", | |
"\n", | |
"r, g, b = rgb[:,:,0], rgb[:,:,1], rgb[:,:,2]\n", | |
"\n", | |
"gray = 0.2989 * r + 0.5870 * g + 0.1140 * b\n", | |
"- - - - " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "jZrZeMaA8J3W", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 466 | |
}, | |
"outputId": "c3f5bff9-c2e4-4180-9e2d-eb076c63cd82" | |
}, | |
"source": [ | |
"I =imread('/gdrive/My Drive/Colab Notebooks/images/byomkesh.jpg')\n", | |
"\n", | |
"I_gray=np.mean(I,-1)\n", | |
"img =plt.imshow(I_gray)\n", | |
"img.set_cmap('gray')\n", | |
"plt.axis('off')\n", | |
"plt.show()" | |
], | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "PRziu8V-MuUe", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Decomposition of Matrices\n", | |
"- - - - \n", | |
"We use the np.linalg.svd() function here. The images are reconstructed at different ranks from 5 to 1500 to visualise how much of the compression works\n", | |
"- - - - " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "ksBpvdXl8NxH", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1877 | |
}, | |
"outputId": "ea98ffb4-e8a4-4f22-b57d-9077efbc1e30" | |
}, | |
"source": [ | |
"U, S, VT = np.linalg.svd(I_gray,full_matrices=False)\n", | |
"S=np.diag(S)\n", | |
"\n", | |
"j=0\n", | |
"for r in (5, 20, 100, 1500):\n", | |
"\t# Construct approx images\n", | |
"\tIapprox = U[:,:r]@S[0:r,:r]@VT[:r,:]\n", | |
"\tplt.figure(j+1)\n", | |
"\tj+=1\n", | |
"\timg =plt.imshow(Iapprox)\n", | |
"\timg.set_cmap('gray')\n", | |
"\tplt.axis('off')\n", | |
"\tplt.title('r='+str(r))\n", | |
"\tplt.show()" | |
], | |
"execution_count": 15, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "-579btiBNVGT", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Plotting Energy\n", | |
"- - - - \n", | |
"This is done to visualise on a log scale how much of the matrix is useful or relevant to reconstruction and how much is redundant. So we can see that there is almost a flat line after 1500. So discarding the values from 1500 to the end will still give us a good enough reconstruction.\n", | |
"- - - - " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "q-BmjhlDI1u4", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 499 | |
}, | |
"outputId": "2ce5d63e-ca3f-4997-bd64-b24f379d0f49" | |
}, | |
"source": [ | |
"plt.figure(1)\n", | |
"plt.semilogy(np.diag(S))\n", | |
"plt.title('Singular Values')\n", | |
"plt.show()" | |
], | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "63crCkVFKB3V", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 499 | |
}, | |
"outputId": "c7863314-35d7-4996-be86-a544426928f2" | |
}, | |
"source": [ | |
"plt.figure(2)\n", | |
"plt.plot(np.cumsum(np.diag(S))/np.sum(np.diag(S)))\n", | |
"plt.title('Singular Values Cumulative Sum')\n", | |
"plt.show()" | |
], | |
"execution_count": 14, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
} | |
] | |
} |
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