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@frederikhermans
Created November 27, 2015 18:35
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{
"metadata": {
"name": "",
"signature": "sha256:ddb0ad579fc904deeaa75307b15c548f398e230ea43329a0dd38771f8a01d252"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cPickle as pickle\n",
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"\n",
"plt.rcParams['image.cmap'] = 'gray'\n",
"plt.rcParams['image.interpolation'] = 'nearest'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Load calibration data and images\n",
"s6 = pickle.load(open('/Users/frederik/work/imageframer/imageframer/s6.pickle'))\n",
"s6 = s6[(1080, 1920)]\n",
"frames = pickle.load(open('../testcases/benchmark-frames.pickle'))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(frames[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.image.AxesImage at 0x12250c550>"
]
},
{
"metadata": {},
"output_type": "display_data",
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lEwR03zXHz1MLSbYSYuk6MT0NoY7EGaE6qUbg6jatOlMJgYe2ke+VderWPbaL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\nZNb5zXb/j3sePAHcQT0UPjKX7L9h6Nf5d+4pKTRMDe2YHvI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738f999+PHTt24Ny5c8jJ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\nHsD3Sq/0Sq98QMv/ADIew6adG51yAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x109592690>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Precomputing the undistortion map ##"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How long does it take to undistort one image with `undistort()`?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"undistort = cv2.undistort(frames[0], s6.camera_matrix, s6.distort_coeffs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 loops, best of 3: 61.4 ms per loop\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's quite slow."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we manually compute the maps first ..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map1, map2 = cv2.initUndistortRectifyMap(s6.camera_matrix, s6.distort_coeffs, None, s6.camera_matrix,\n",
" (1920, 1080), cv2.CV_16SC2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... and then call remap(). How long does it take to just call `remap()` with the precomputed maps?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"remapped = cv2.remap(frames[0], map1, map2, cv2.INTER_LINEAR)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 7.54 ms per loop\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much faster!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Are the returned images identical?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print 'Do the images match?', np.all(remapped == undistort)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Do the images match? True\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How long does it take to undistort all 120 frames using either just remap() or undistort()?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"for frame in frames:\n",
" remapped = cv2.remap(frame, map1, map2, cv2.INTER_LINEAR)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 1.37 s per loop\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"for frame in frames:\n",
" undistort = cv2.undistort(frame, s6.camera_matrix, s6.distort_coeffs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 11.6 s per loop\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just remap is 8$\\times$ faster!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cropping ##\n",
"\n",
"Let's try the cropping idea. We want to undistort just a small region. Show the frame first and the region we want to undistort."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"frame = frames[0]\n",
"\n",
"ystart, yend = 300, 800\n",
"xstart, xend = 700, 1300\n",
"\n",
"plt.imshow(frame)\n",
"plt.figure()\n",
"plt.imshow(frame[300:800, 700:1300])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.image.AxesImage at 0x12e30c710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lEwR03zXHz1MLSbYSYuk6MT0NoY7EGaE6qUbg6jatOlMJgYe2ke+VderWPbaL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\nZNb5zXb/j3sePAHcQT0UPjKX7L9h6Nf5d+4pKTRMDe2YHvI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738f999+PHTt24Ny5c8jJ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\nuBiHb7VauRiiFckuUKVSSYtmHH+U8ilk/r/oc2f2uD50wa3oX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"text": [
"<matplotlib.figure.Figure at 0x12e1d98d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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NL33pS3jooYeQl5fHsaFyG9JcJHWnmoupiSRei8ViiEajCAaDcDqd8Hg8uOWW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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x12e1d9f10>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, we undistort the whole image and then crop the result. This is of course very slow."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"undistorted = cv2.undistort(frame, s6.camera_matrix, s6.distort_coeffs)\n",
"undistorted_cropped = undistorted[ystart:yend, xstart:xend]\n",
"plt.imshow(undistorted_cropped)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.image.AxesImage at 0x12c628750>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZWYpHLpc0d1P95KTMDLjSbUFUC0SvdHFHlg6yqN6JAChhbyQaS98vSjKlcLrl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\nGoHIBQgQYFEjELkAAQIsavwHysJJxVTnbeUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x12f55cad0>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we compute the maps with float precision (i.e., don't use OpenCV's fixed-point maps):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map1, map2 = cv2.initUndistortRectifyMap(s6.camera_matrix, s6.distort_coeffs, None, s6.camera_matrix,\n",
" (1920, 1080), cv2.CV_32FC1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How fast is remap with floats?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"remapped = cv2.remap(frame, map1, map2, cv2.INTER_LINEAR)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 6.67 ms per loop\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actually the float maps are a bit faster! Need to check whether that is also true on the phone."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we pass cropped maps to remap. This should have the effect of just undistorting the region of interest."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%timeit\n",
"remapped_cropped = cv2.remap(frame, map1[ystart:yend, xstart:xend],\n",
" map2[ystart:yend, xstart:xend], cv2.INTER_LINEAR)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000 loops, best of 3: 1.06 ms per loop\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"w00t! Much faster! Does the result look sane?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(remapped_cropped)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.image.AxesImage at 0x130b9b610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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GoFarYTQauW5qtZoNctFoFFqttkASz+fzBf5xb731FsrKyrB9+3ZMTU3h9ddfx65du+By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\nyit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0tJR3bMqJs1gsKC8vR0FBAVJSUlBeXg6dbr4Qsdfrxe23346YmBgmoSR0PLVweJ45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\n",
"text": [
"<matplotlib.figure.Figure at 0x12e30cf10>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks good! The result is probably not identical, since we're using float maps. But how different is the result from the first-undistort-then-crop approach?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"diff = remapped_cropped.astype(int) - undistorted_cropped.astype(int)\n",
"print 'Number of different pixels:', (diff != 0).sum()\n",
"print 'Largest difference in color intensity:', np.abs(diff).max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Number of different pixels: 109\n",
"Largest difference in color intensity: 3\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Only 109 pixels are different, and they differ in value by at most 3. Let's check if there's an obvious systematic pattern in the differences."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.imshow(np.abs(diff))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"<matplotlib.image.AxesImage at 0x130c1e150>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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9e1VXV6cbN25Udt41nWX3hO7fv2+RSMTS6bQVCgWLx+M2OTm5kSM80ueff25jY2NWX19f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\nAXAakQPgNCIHwGlEDoDTiBwAp/0HEfHgkXoWtJwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x12cbd2ed0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks good!"
]
}
],
"metadata": {}
}
]
}
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