Skip to content

Instantly share code, notes, and snippets.

@jingxiang714
Created February 9, 2016 09:50
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save jingxiang714/167961b304df7fa65ec2 to your computer and use it in GitHub Desktop.
Save jingxiang714/167961b304df7fa65ec2 to your computer and use it in GitHub Desktop.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MAT 201A Winter 2016\n",
"## HW3: Use Cross-correlation (or auto-correlation) to find features or similarities/differences in images.\n",
"### _Jingxiang Liu_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The purpose for this assignment is to compare the orginal image, a randomlly picked traffic image from the internet, to three basic shapes: rectangle, circle, and triangle."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"rcParams['figure.figsize'] = (10, 4) #wide graphs by default\n",
"from __future__ import print_function\n",
"from __future__ import division"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"** The Original Image**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1152L, 1600L, 3L)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAEKCAYAAAAyx7/DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc158278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = imread('traffic.jpg')\n",
"imshow(img)\n",
"title('The Orignal Image')\n",
"img.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Turn the original image into a grayscle image by forming a weighted sum of the R, G, and B layers."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1152L, 1600L)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEKCAYAAABUsYHRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5ZRTTjnl1BTKFVBOOeWUU05Nof8HIE5zumabgn4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3a41e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_gray = 0.2989 * img[:, :, 0] + 0.5870 * img[:, :, 1] + 0.1140 * img[:, :, 2]\n",
"imshow(img_gray, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Original Image in Grayscale')\n",
"img_gray.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Convert the original image into a binary image using 0.7 * median as the threshold."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0xd4ba0b8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEKCAYAAACymEqVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3a41dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"med = median(img_gray)\n",
"thld = 0.7 * med\n",
"img_bi = where(img_gray > thld, 1, -1)\n",
"imshow(img_bi, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Original Image in Binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the above binary image, it can be seen that details above line 200 are basically all gone. Therefore, chop the top 200 lines to reduce calculation."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0xd7bc860>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAEKCAYAAADKC4ZxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd523208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_bi = img_bi[200:1152, :]\n",
"imshow(img_bi, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Original Image in Binary, Chopped')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** The Patterns **\n",
"* The patterns were drew using Paint.\n",
"* Although each pattern was drew arbitrarily, the size of each pattern is much smaller compared to the original image in order to perform a better comparison.\n",
"\n",
"\n",
"** 1. Rectangle: **\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(152L, 172L, 3L)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAASIAAAEKCAYAAAC2QVjtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd9d1a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rect = imread('Rectangle.png')\n",
"imshow(rect)\n",
"title('The Rectangle Pattern')\n",
"rect.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x12db4898>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAD3CAYAAADFRvrzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nATMFsJhDSRe+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd50d0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"subplot(131)\n",
"imshow(rect[:,:,0])\n",
"colorbar()\n",
"\n",
"subplot(132)\n",
"imshow(rect[:,:,1])\n",
"colorbar()\n",
"\n",
"subplot(133)\n",
"imshow(rect[:,:,2])\n",
"colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Merge the three layers into one, and generate a binary rectangle pattern. Since the pattern is already in a binary form, the threshold is set to 0.5."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x132a1358>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWUAAAEKCAYAAADKJ0Q0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTspmZgXy/wEMxYNNGw/mEQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd3802e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rect_gray = 1/3 * sum(rect[:,:,:], axis = 2)\n",
"rect_bi = where(rect_gray > 0.5, 1, -1)\n",
"imshow(rect_bi, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Rectangle Pattern in Binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** 2. Circle: **"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x13682400>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWUAAAEKCAYAAADKJ0Q0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXIx4UnbOuRj5//kb+CiEy0eqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd13c048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"circl = imread('Circle.png')\n",
"circl_gray = 1/3 * sum(circl[:,:,:], axis = 2)\n",
"circl_bi = where(circl_gray > 0.5, 1, -1)\n",
"imshow(circl_bi, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Circle Pattern in Binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** 3. Triangle: **"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x13a55780>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWUAAAEKCAYAAADKJ0Q0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n52Lk/wPHneRJXaqq+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x134b9518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"trngl = imread('Triangle.png')\n",
"trngl_gray = 1/3 * sum(trngl[:,:,:], axis = 2)\n",
"trngl_bi = where(trngl_gray > 0.5, 1, -1)\n",
"imshow(trngl_bi, cmap = cm.gray)\n",
"colorbar()\n",
"title('The Triangle Pattern in Binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Compare the original image with the three patterns to find similarities **"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from scipy.signal import correlate2d\n",
"from scipy.ndimage.filters import maximum_filter"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x289ea2e8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAADJCAYAAAAuCIomAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2LBhw4YNG3s9/j+qHdD8MTaIawAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28859080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cc_rect = correlate2d(img_bi, rect_bi)\n",
"\n",
"subplot(121)\n",
"imshow( maximum_filter( cc_rect, (50,50) ), interpolation = 'nearest')\n",
"title('The Correlation between the Original Image in Binary and the Rectangle Pattern')\n",
"\n",
"subplot(122)\n",
"imshow(img_bi, cmap = cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x289ea2b0>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAq8AAADJCAYAAAANU9vzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGlzx6uLi4uLi4uLiMmj4/wEqrl5ODCQfiQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28cf7588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cc_circl = correlate2d(img_bi, circl_bi)\n",
"\n",
"subplot(121)\n",
"imshow( maximum_filter( cc_circl, (50,50) ), interpolation = 'nearest')\n",
"title('The Correlation between the Original Image in Binary and the Circle Pattern')\n",
"\n",
"subplot(122)\n",
"imshow(img_bi, cmap = cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28ded390>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAArUAAADJCAYAAAA938rSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUZ4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28f23b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cc_trngl = correlate2d(img_bi, trngl_bi)\n",
"\n",
"subplot(121)\n",
"imshow( maximum_filter( cc_trngl, (50,50) ), interpolation = 'nearest')\n",
"title('The Correlation between the Original Image in Binary and the Trangle Pattern')\n",
"\n",
"subplot(122)\n",
"imshow(img_bi, cmap = cm.gray)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the above three correlation figures, it can be seen that the cars that are larger and closer to the bottom are better recognized by the rectangle pattern, while both the circle and the triangle pattern spotted the smaller figures but with plenty of useless information. All the three patterns show quite small relation with the tree, while the shadows of the the cars can be detected with all the three patterns."
]
}
],
"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": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment