{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "This notebook is from: http://scikit-image.org/docs/dev/auto_examples/plot_gabor.html\n", "\n", "Your assignment is simply to run it, sign your name, and send it to the TA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "YOUR NAME:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

Gabor filter banks for texture classification

\n", "

In this example, we will see how to classify textures based on Gabor filter\n", "banks. Frequency and orientation representations of the Gabor filter are similar\n", "to those of the human visual system.

\n", "

The images are filtered using the real parts of various different Gabor filter\n", "kernels. The mean and variance of the filtered images are then used as features\n", "for classification, which is based on the least squared error for simplicity.

\n", "
\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rotated images matched against references using Gabor filter banks:\n", "original: brick, rotated: 30deg, match result: brick\n", "original: brick, rotated: 70deg, match result: brick\n", "original: grass, rotated: 145deg, match result: grass\n" ] }, { "data": { "image/png": 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n0ySTSbZv3y4dNYlEgvb2dp5++mmpDnd3d5NOp+np6cHv93Pq1Cm0Wi1tbW0M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\nw1//+lcA4AcJyYWIWPzWW2+hpaWF/fDW19dx7Ngx9PT0YHt7G/F4nLd9xI+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from __future__ import print_function\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy import ndimage as ndi\n", "\n", "from skimage import data\n", "from skimage.util import img_as_float\n", "from skimage.filters import gabor_kernel\n", "\n", "\n", "def compute_feats(image, kernels):\n", " feats = np.zeros((len(kernels), 2), dtype=np.double)\n", " for k, kernel in enumerate(kernels):\n", " filtered = ndi.convolve(image, kernel, mode='wrap')\n", " feats[k, 0] = filtered.mean()\n", " feats[k, 1] = filtered.var()\n", " return feats\n", "\n", "\n", "def match(feats, ref_feats):\n", " min_error = np.inf\n", " min_i = None\n", " for i in range(ref_feats.shape[0]):\n", " error = np.sum((feats - ref_feats[i, :])**2)\n", " if error < min_error:\n", " min_error = error\n", " min_i = i\n", " return min_i\n", "\n", "\n", "# prepare filter bank kernels\n", "kernels = []\n", "for theta in range(4):\n", " theta = theta / 4. * np.pi\n", " for sigma in (1, 3):\n", " for frequency in (0.05, 0.25):\n", " kernel = np.real(gabor_kernel(frequency, theta=theta,\n", " sigma_x=sigma, sigma_y=sigma))\n", " kernels.append(kernel)\n", "\n", "\n", "shrink = (slice(0, None, 3), slice(0, None, 3))\n", "brick = img_as_float(data.load('brick.png'))[shrink]\n", "grass = img_as_float(data.load('grass.png'))[shrink]\n", "wall = img_as_float(data.load('rough-wall.png'))[shrink]\n", "image_names = ('brick', 'grass', 'wall')\n", "images = (brick, grass, wall)\n", "\n", "# prepare reference features\n", "ref_feats = np.zeros((3, len(kernels), 2), dtype=np.double)\n", "ref_feats[0, :, :] = compute_feats(brick, kernels)\n", "ref_feats[1, :, :] = compute_feats(grass, kernels)\n", "ref_feats[2, :, :] = compute_feats(wall, kernels)\n", "\n", "print('Rotated images matched against references using Gabor filter banks:')\n", "\n", "print('original: brick, rotated: 30deg, match result: ', end='')\n", "feats = compute_feats(ndi.rotate(brick, angle=190, reshape=False), kernels)\n", "print(image_names[match(feats, ref_feats)])\n", "\n", "print('original: brick, rotated: 70deg, match result: ', end='')\n", "feats = compute_feats(ndi.rotate(brick, angle=70, reshape=False), kernels)\n", "print(image_names[match(feats, ref_feats)])\n", "\n", "print('original: grass, rotated: 145deg, match result: ', end='')\n", "feats = compute_feats(ndi.rotate(grass, angle=145, reshape=False), kernels)\n", "print(image_names[match(feats, ref_feats)])\n", "\n", "\n", "def power(image, kernel):\n", " # Normalize images for better comparison.\n", " image = (image - image.mean()) / image.std()\n", " return np.sqrt(ndi.convolve(image, np.real(kernel), mode='wrap')**2 +\n", " ndi.convolve(image, np.imag(kernel), mode='wrap')**2)\n", "\n", "# Plot a selection of the filter bank kernels and their responses.\n", "results = []\n", "kernel_params = []\n", "for theta in (0, 1):\n", " theta = theta / 4. * np.pi\n", " for frequency in (0.1, 0.4):\n", " kernel = gabor_kernel(frequency, theta=theta)\n", " params = 'theta=%d,\\nfrequency=%.2f' % (theta * 180 / np.pi, frequency)\n", " kernel_params.append(params)\n", " # Save kernel and the power image for each image\n", " results.append((kernel, [power(img, kernel) for img in images]))\n", "\n", "fig, axes = plt.subplots(nrows=5, ncols=4, figsize=(5, 6))\n", "plt.gray()\n", "\n", "fig.suptitle('Image responses for Gabor filter kernels', fontsize=12)\n", "\n", "axes[0][0].axis('off')\n", "\n", "# Plot original images\n", "for label, img, ax in zip(image_names, images, axes[0][1:]):\n", " ax.imshow(img)\n", " ax.set_title(label, fontsize=9)\n", " ax.axis('off')\n", "\n", "for label, (kernel, powers), ax_row in zip(kernel_params, results, axes[1:]):\n", " # Plot Gabor kernel\n", " ax = ax_row[0]\n", " ax.imshow(np.real(kernel), interpolation='nearest')\n", " ax.set_ylabel(label, fontsize=7)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "\n", " # Plot Gabor responses with the contrast normalized for each filter\n", " vmin = np.min(powers)\n", " vmax = np.max(powers)\n", " for patch, ax in zip(powers, ax_row[1:]):\n", " ax.imshow(patch, vmin=vmin, vmax=vmax)\n", " ax.axis('off')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }