{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelet and DCT image compression\n", "=========\n", "\n", "This numerical tour showcases a comparison of Wavelet and DCT image \"compression\" by thresholding the transformed coefficients. This corresponds to the best non-linear approximation in these orthogonal bases." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import matplotlib.pyplot as plt\n", "import pywt\n", "import pywt.data\n", "from scipy.fftpack import dct, idct" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load and display the original image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = pywt.data.camera()\n", "n = f.shape[0] # size of the image\n", "plt.imshow(f, cmap='gray')\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the thresholding operator. Keep the $M$ largest coefficients of a vector." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def thresh(fw,M):\n", " a = np.sort(np.ravel(abs(fw)))[::-1] #sort a 1D copy of fw in descending order\n", " T = a[M]\n", " return fw * (abs(fw)>T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the 2D DCT transform by applying the 1D DCT along each axis." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def dct2(a):\n", " return dct( dct( a, axis=0, norm='ortho' ), axis=1, norm='ortho' )\n", "def idct2(a):\n", " return idct( idct( a, axis=1 , norm='ortho'), axis=0 , norm='ortho')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usual measure of quality (of course debatable) is the PSNR (log of the $\\ell^2$ error)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def psnr(img1, img2):\n", " mse = np.mean( (img1 - img2) ** 2 )\n", " PIXEL_MAX = 255.0\n", " return 20 * np.log10(PIXEL_MAX / np.sqrt(mse))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This controls the compression ration. Set ratio=100/100 to get the full image. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ratio = 1.5/100\n", "M = int(ratio * n**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform the DCT compression." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "fd = dct2(f);\n", "fd1 = thresh(fd,M)\n", "f1 = idct2(fd1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Type of wavelet transform -- you can change this to see the effect" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# WT = 'db2'; # celebrated Daubechies Wavelet\n", "# WT = 'bior3.5'; # biorthogonal but maybe a bit too wide \n", "# WT = 'haar'; # produces a blocky approximation\n", "WT = 'bior2.4'; # not exactly orthogonal but considered good" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Performs the Wavelet compression." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fw, S = pywt.coeffs_to_array( pywt.wavedec2(f, WT) );\n", "fw1 = thresh(fw,M)\n", "f2 = pywt.waverec2( pywt.array_to_coeffs(fw1,S,output_format='wavedec2'), WT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display DCT and Wavelet compression." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(1, 2, 1)\n", "plt.imshow(fd1!=0); plt.axis('off'); plt.title('DCT coefs');\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(np.clip(f1,0,255), cmap='gray'); plt.axis('off'); \n", "plt.title('Compres. PSNR=' + '{:.2f}'.format(psnr(f,f1)) + 'dB' );" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(1, 2, 1)\n", "plt.imshow(fw1!=0); plt.axis('off'); plt.title('Wavelets coefs');\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(np.clip(f2,0,255), cmap='gray'); plt.axis('off'); \n", "plt.title('Compres. PSNR=' + '{:.2f}'.format(psnr(f,f2)) + 'dB' );" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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