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@amueller
Created December 3, 2012 13:42
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{
"metadata": {
"name": "feuille"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load http://scikit-image.org/docs/dev/_downloads/plot_hog.py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"from skimage.feature import hog\n",
"from skimage import data, color, exposure\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from scipy.misc import imread\n",
"\n",
"\n",
"image = color.rgb2gray(imread(\"/home/local/lamueller/tmp/feuille.jpeg\"))\n",
"\n",
"fd, hog_image = hog(image, orientations=8, pixels_per_cell=(16, 16),\n",
" cells_per_block=(1, 1), visualise=True)\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"\n",
"plt.subplot(131).set_axis_off()\n",
"plt.imshow(image, cmap=plt.cm.gray)\n",
"plt.title('Input image')\n",
"\n",
"# Rescale histogram for better display\n",
"hog_image_rescaled = exposure.rescale_intensity(hog_image, in_range=(0, 0.01))\n",
"\n",
"plt.subplot(132).set_axis_off()\n",
"plt.imshow(hog_image_rescaled, cmap=plt.cm.gray)\n",
"plt.title('Histogram of Oriented Gradients')\n",
"plt.subplot(133).set_axis_off()\n",
"plt.imshow(hog_image, cmap=plt.cm.gray)\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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RXFyMRx99FHfddRdaW1uRnZ2N2267DQsXLsTBgwfx1Vdf8fqItELH7e3tMBqN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\n02l4vV489NBD+PGPf4yqqiqsWrUKV199NT796U/jzTffxOTkJLxeLy6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8eRI0fg9/vxzW9+E//+7/8uQqvLLrsMAwMDkk990UUXCaflcrmwYcMGtLS0CKcZj8dx+eWXY/fu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\nGJhB/B81w0RGIxzLxwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.misc import imread"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fd.min()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
"0.0"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fd.max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 35,
"text": [
"0.56086698532958146"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 34,
"text": [
"0.062371518631451309"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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