{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"svd.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNsmbrkaa5YWRiPzmGYVqtZ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"gl_xF2sH0-pJ"},"source":["# SVDによる圧縮の例（not 次元削減）\n","- 参考: [Tutorial: Linear algebra on n-dimensional arrays](https://numpy.org/devdocs/user/tutorial-svd.html)\n","- 全体の流れ\n","  - 画像ファイルをグレイスケールに変換する。（そのままだとR, G, Bの3レイヤー分の行列があるので、今回はグレイスケールに変換して1つの行列として扱う）\n","  - グレイスケールが保存されている行列を特異値分解する。\n","  - 分解によりどのぐらい近似できているのかを確認する。\n","  - 近似度合いがどのぐらいあるのかを可視化して確認する。"]},{"cell_type":"code","metadata":{"id":"Bp2AkgQobMbv","executionInfo":{"status":"ok","timestamp":1623302513649,"user_tz":-540,"elapsed":301,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}}},"source":["from scipy import misc\n","import matplotlib.pyplot as plt\n","import numpy as np"],"execution_count":1,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"zKG1OENM1pts"},"source":["## 画像データの準備"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":303},"id":"cuZZx8gst_0V","executionInfo":{"status":"ok","timestamp":1623302515070,"user_tz":-540,"elapsed":1060,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"8cbcabaa-0e55-4734-b098-1036096741d8"},"source":["img = misc.face()\n","print(type(img))\n","plt.imshow(img)"],"execution_count":2,"outputs":[{"output_type":"stream","text":["<class 'numpy.ndarray'>\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f892f155d10>"]},"metadata":{"tags":[]},"execution_count":2},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"vQEpX9eh1vIy"},"source":["## 画像データのshape確認"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":422},"id":"wGobhaxbuNN9","executionInfo":{"status":"ok","timestamp":1623302515950,"user_tz":-540,"elapsed":884,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"7350e026-2f18-4e61-9a4e-ee7290ea1db2"},"source":["print(img.shape)\n","print(img[:, :, 0])\n","plt.imshow(img[:, :, 0])"],"execution_count":3,"outputs":[{"output_type":"stream","text":["(768, 1024, 3)\n","[[121 138 153 ... 119 131 139]\n"," [ 89 110 130 ... 118 134 146]\n"," [ 73  94 115 ... 117 133 144]\n"," ...\n"," [ 87  94 107 ... 120 119 119]\n"," [ 85  95 112 ... 121 120 120]\n"," [ 85  97 111 ... 120 119 118]]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f892e468350>"]},"metadata":{"tags":[]},"execution_count":3},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"3KTI_UH711Og"},"source":["## グレイスケール変換\n","- $grayscale = 0.2126R + 0.7152G + 0.0722B$"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"G0J5Lrx2umNh","executionInfo":{"status":"ok","timestamp":1623302515951,"user_tz":-540,"elapsed":13,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"1a652ca1-c51d-4c19-f40e-944a6d744294"},"source":["img_array = img / 255\n","grayscale = img_array @ [0.2126, 0.7152, 0.0722]\n","plt.imshow(grayscale, cmap=\"gray\")"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f892e3e1d90>"]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"dIKtGEVh2RMW"},"source":["## 特異値分解"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cb20WiL0vlaC","executionInfo":{"status":"ok","timestamp":1623302516475,"user_tz":-540,"elapsed":529,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"4dbb0301-d8f9-4396-d71d-787580904ad1"},"source":["U, s, Vt = np.linalg.svd(grayscale)\n","print(U.shape, s.shape, Vt.shape)"],"execution_count":5,"outputs":[{"output_type":"stream","text":["(768, 768) (768,) (1024, 1024)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ypxW6CcU2UWW"},"source":["## sを対角行列に変換\n","- sは対角行列。正方行列ならnp.diag()で変換できるが、特異値分解で出てくる特異値は行列サイズが異る（U, Vtに合わせる必要がある）。そこで、サイズを指定したゼロ行列を作成して対角成分のみコピーすることで作成している。"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jwTB_f5YumqS","executionInfo":{"status":"ok","timestamp":1623302516476,"user_tz":-540,"elapsed":25,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"250a74d3-f654-4386-9e61-09db0604dad0"},"source":["# 対角行列に変換\n","sigma = np.zeros((U.shape[1], Vt.shape[0]))\n","for i in range(U.shape[1]):\n","  sigma[i, i] = s[i]\n","\n","# 特異値分解によりどのぐらい近似できているかを確認\n","approximation = np.dot(np.dot(U, sigma), Vt)\n","diff = grayscale - approximation\n","print(np.linalg.norm(diff))"],"execution_count":6,"outputs":[{"output_type":"stream","text":["1.406775511759051e-12\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"14221tAKxOPY","executionInfo":{"status":"ok","timestamp":1623302516476,"user_tz":-540,"elapsed":16,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"925e7037-88cf-43e3-be6e-892fd21afef9"},"source":["# 特異値分解によりどのぐらい近似できているかを確認\n","np.allclose(grayscale, approximation)"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"id":"qwp17qxSv69j","executionInfo":{"status":"ok","timestamp":1623302516478,"user_tz":-540,"elapsed":14,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"751c3933-c054-4522-ef44-3e9259bee89c"},"source":["# 特異値の大きさを確認\n","plt.plot(s)"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f8925b6b750>]"]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ft0fJ_3y3LFq"},"source":["## 圧縮してみる\n","- 特異値の大きい順に「特異値1〜100位までで近似した場合」を確認。"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"4QIEVtsjxds7","executionInfo":{"status":"ok","timestamp":1623302517165,"user_tz":-540,"elapsed":696,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"25be6171-cebf-4353-9a26-d2ba66e85ade"},"source":["k = 100\n","approximation = np.dot(np.dot(U, sigma[:, :k]), Vt[:k, :])\n","plt.imshow(approximation, cmap=\"gray\")"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f8925add310>"]},"metadata":{"tags":[]},"execution_count":9},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":462},"id":"BXHYFwSfv7J4","executionInfo":{"status":"ok","timestamp":1623302518916,"user_tz":-540,"elapsed":1755,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}},"outputId":"55b66dc3-706d-450f-9ffa-c1d301c82175"},"source":["# 特異値1位〜20位までの間で確認してみる\n","approximation = []\n","ks = [1, 5, 10, 20]\n","for k in ks:\n","  approximation.append(np.dot(np.dot(U, sigma[:, :k]), Vt[:k, :]))\n","\n","# オリジナル\n","plt.imshow(grayscale, cmap=\"gray\")\n","plt.title(\"original\")\n","\n","# 近似\n","fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(15,5))\n","for ax, app, k in zip(axes, approximation, ks):\n","  ax.imshow(app, cmap=\"gray\")\n","  ax.set_title(\"k = {}\".format(k))\n"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 1080x360 with 4 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"QSn4f26YozrT","executionInfo":{"status":"ok","timestamp":1623302518917,"user_tz":-540,"elapsed":8,"user":{"displayName":"TOMA Naruaki","photoUrl":"","userId":"11747312442870110137"}}},"source":[""],"execution_count":10,"outputs":[]}]}