{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrix Convolution\n", "- Very Nice Description about Matrix Convolution\n", " - http://www.songho.ca/dsp/convolution/convolution.html\n", " - http://www.songho.ca/dsp/convolution/convolution2d_example.html\n", "- Other Matrix Convolution Materials\n", " - https://docs.gimp.org/en/plug-in-convmatrix.html\n", " - https://en.wikipedia.org/wiki/Kernel_(image_processing) \n", " - https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.ndimage.filters.convolve.html\n", " - http://stackoverflow.com/questions/14765891/image-smoothing-in-python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 2D Convolution\n", " - $Y[m,n] = X[m,n] * H[m,n] = \\sum_{j=-\\infty}^{\\infty}\\sum_{i=-\\infty}^{\\infty} Y[i,j] \\cdot H[m-i,n-j]$\n", " - $Y$ is the convolved matrix\n", " - $X$ is the input matrix\n", " - $H$ is the kernel\n", " - ![kernel index](http://www.songho.ca/dsp/convolution/files/conv_img11.gif)\n", " - ![convolution](convolution.gif)\n", " - \n", " \n", " - When calculating the convolution, the kernel matrix is **flipped both horizontal and vertical direction**. \n", " - $X[0,0]$ is multiplied by the last element of the kernel matrix, $H[1,1]$. \n", " - $X[2,2]$ is multiplied by the first element, $H[-1,-1]$.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Matrix Convolution Example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1 2]\n", " [3 4]]\n", "[[4 3]\n", " [2 1]]\n", "[[10 10]\n", " [10 10]]\n" ] } ], "source": [ "import numpy as np\n", "from scipy import ndimage\n", "\n", "original = np.array(\n", " [[1, 2], \n", " [3, 4]])\n", "k1 = np.array(\n", " [[0, 0, 0], \n", " [0, 1, 0], \n", " [0, 0, 0]])\n", "k2 = np.array(\n", " [[1, 0, 1], \n", " [0, 0, 0],\n", " [1, 0, 1]])\n", "k3 = np.array(\n", " [[1, 1, 1], \n", " [1, 1, 1], \n", " [1, 1, 1]])\n", "\n", "c1 = ndimage.convolve(original, k1, mode='constant', cval=0.0)\n", "c2 = ndimage.convolve(original, k2, mode='constant', cval=0.0)\n", "c3 = ndimage.convolve(original, k3, mode='constant', cval=0.0)\n", "\n", "print c1\n", "print c2\n", "print c3" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1 2 0 0]\n", " [5 3 0 4]\n", " [0 0 0 7]\n", " [9 3 0 0]]\n" ] } ], "source": [ "original = np.array(\n", " [[1, 2, 0, 0],\n", " [5, 3, 0, 4],\n", " [0, 0, 0, 7],\n", " [9, 3, 0, 0]])\n", "k1 = np.array(\n", " [[0, 0, 0], \n", " [0, 1, 0], \n", " [0, 0, 0]])\n", "\n", "c1 = ndimage.convolve(original, k1, mode='constant', cval=0.0)\n", "print c1" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 3 5 7 0]\n", " [ 2 1 9 0]\n", " [ 6 14 10 0]\n", " [ 0 0 7 0]]\n" ] } ], "source": [ "original = np.array(\n", " [[1, 2, 0, 0],\n", " [5, 3, 0, 4],\n", " [0, 0, 0, 7],\n", " [9, 3, 0, 0]])\n", "k2 = np.array(\n", " [[1, 0, 1], \n", " [0, 0, 0],\n", " [1, 0, 1]])\n", "c2 = ndimage.convolve(original, k2, mode='constant', cval=0.0)\n", "print c2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[11 11 9 4]\n", " [11 11 16 11]\n", " [20 20 17 11]\n", " [12 12 10 7]]\n" ] } ], "source": [ "original = np.array(\n", " [[1, 2, 0, 0],\n", " [5, 3, 0, 4],\n", " [0, 0, 0, 7],\n", " [9, 3, 0, 0]])\n", "k3 = np.array(\n", " [[1, 1, 1], \n", " [1, 1, 1], \n", " [1, 1, 1]])\n", "\n", "c3 = ndimage.convolve(original, k3, mode='constant', cval=0.0)\n", "print c3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 1. 2.]\n", " [ 3. 4. 5.]\n", " [ 6. 7. 8.]]\n", "[[ 0. 1. 2.]\n", " [ 3. 4. 5.]\n", " [ 6. 7. 8.]]\n", "[[ 0. 1. 4.]\n", " [ 9. 16. 25.]\n", " [ 36. 49. 64.]]\n" ] } ], "source": [ "x1 = np.arange(9.0).reshape((3, 3))\n", "print x1\n", "x2 = np.arange(9.0).reshape((3, 3))\n", "print x2\n", "print np.multiply(x1, x2)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 2 2 1]\n", " [ 0 0 0]\n", " [ 2 -2 -1]]\n", "\n", "[[ 2 4 3]\n", " [ 0 0 0]\n", " [ 14 -16 -9]]\n", "\n", "-2\n", "\n", "[[-13 -8 -2]\n", " [-18 -2 8]\n", " [ 13 24 22]]\n" ] } ], "source": [ "original = np.array(\n", " [[1, 2, 3],\n", " [4, 5, 6],\n", " [7, 8, 9]])\n", "k3 = np.array(\n", " [[-1, -2, 2], \n", " [0, 0, 0], \n", " [1, 2, 2]])\n", "k4 = np.fliplr(k3) # Flip array in the left/right (vertical) direction\n", "k5 = np.flipud(k4) # Flip array in the up/down (horizontal) direction\n", "print k5\n", "print\n", "print np.multiply(original, k5)\n", "print \n", "print np.sum(np.multiply(original, k5))\n", "print\n", "c3 = ndimage.convolve(original, k3, mode='constant', cval=0.0)\n", "print c3" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATYAAAE3CAYAAAAg4G0MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXHoDtrf0lt7SB5f+fy6z271SCU5nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(100, 100, 3)\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "url = \"https://upload.wikimedia.org/wikipedia/commons/5/50/Vd-Orig.png\"\n", "try:\n", " import urllib2\n", " data = urllib2.urlopen(url) #PNG\n", "except Exception:\n", " import urllib.request\n", " from io import BytesIO\n", " data = BytesIO(urllib.request.urlopen(url).read()) #JPG\n", " \n", "im = plt.imread(data)\n", "\n", "plt.figure(figsize=(5, 5))\n", "plt.imshow(im)\n", "plt.show()\n", "\n", "print(im.shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 100)\n", "[[ 0.51764709 0.50980395 0.49803922 ..., 0.58039218 0.57254905\n", " 0.58431375]\n", " [ 0.50980395 0.5529412 0.50196081 ..., 0.58431375 0.55686277\n", " 0.57647061]\n", " [ 0.5411765 0.57254905 0.61176473 ..., 0.59215689 0.56470591\n", " 0.58431375]\n", " ..., \n", " [ 0.5529412 0.56470591 0.56862748 ..., 0.60392159 0.58039218\n", " 0.57647061]\n", " [ 0.5529412 0.55686277 0.57254905 ..., 0.63529414 0.60784316\n", " 0.58039218]\n", " [ 0.5529412 0.56862748 0.57647061 ..., 0.56862748 0.6156863\n", " 0.56862748]]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAEdCAYAAAARnFMyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.signal\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import urllib2\n", "\n", "kernel = np.array(\n", " [[1, 1, 1], \n", " [1, 1, 1], \n", " [1, 1, 1]]) * 1.0 / 9.0\n", "\n", "im_r = im[:,:,0]\n", "print im_r.shape\n", "print im_r\n", "# convolve 2d the kernel with each channel\n", "r = ndimage.convolve(im[:,:,0], kernel, mode='constant', cval=0.0)\n", "g = ndimage.convolve(im[:,:,1], kernel, mode='constant', cval=0.0)\n", "b = ndimage.convolve(im[:,:,2], kernel, mode='constant', cval=0.0)\n", "\n", "# stack the channels back into a 8-bit colour depth image and plot it\n", "im_out = (np.dstack([r, g, b]) * 255).astype(np.uint8) \n", "\n", "plt.figure(figsize=(10, 5))\n", "plt.subplot(1,2,1)\n", "plt.imshow(im)\n", "plt.subplot(1,2,2)\n", "plt.imshow(im_out)\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }