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October 16, 2017 09:44
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Import relevant libraries\n", | |
"# Add the matplotlib 'magic' notebook\n", | |
"\n", | |
"from scipy import misc\n", | |
"from scipy import ndimage\n", | |
"import numpy as np\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"\n", | |
"#plt.style.use('dark_background') # use if you have a dark jupyter theme\n", | |
"mpl.rcParams['axes.prop_cycle'] = mpl.cycler('ls', ['-', '--', '-.']) * mpl.cycler('color', 'wrgbcmy')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 206, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def search_circle(img, tol=0.2):\n", | |
" # perform sobel edge detection in x and y directions\n", | |
" # to get gradient of edges\n", | |
" imx = ndimage.sobel(img, 1).flat\n", | |
" imy = ndimage.sobel(img, 0).flat\n", | |
" \n", | |
" xx = np.arange(len(imx)) # work in flat coordinates\n", | |
" y, x = [dim.flat for dim in np.indices(img.shape)]\n", | |
" \n", | |
" # calculate theta based on sobel gradient\n", | |
" # from radial coordinate transform dy/dx = tan(theta)\n", | |
" theta = np.arctan2(imy, imx).flat\n", | |
" \n", | |
" # find coordinates where there is both an x and y gradient e.g. NE, SE, SW, NW segments of circle\n", | |
" idx = xx[(np.abs(imy) > tol) & (np.abs(imx) > tol)]\n", | |
" \n", | |
" # build matrix to solve overdetermined system Ax = b\n", | |
" # where x = [x0, y0, r]\n", | |
" # and A, b are rows of x0 + r*cos(theta) = x\n", | |
" # and y0 + r*sin(theta) = y\n", | |
" xA = np.stack([\n", | |
" np.concatenate([np.ones_like(idx), np.zeros_like(idx)]), \n", | |
" np.concatenate([np.zeros_like(idx), np.ones_like(idx)]),\n", | |
" np.concatenate([(np.cos(theta[idx])), (np.sin(theta[idx]))])])\n", | |
" \n", | |
" xb = np.concatenate([x[idx], y[idx]])\n", | |
" \n", | |
" # solve using least squares\n", | |
" sol, res, rank, singular = np.linalg.lstsq(xA.T, xb)\n", | |
" x0, y0, rad = sol\n", | |
" \n", | |
" # fix the radius as some theta point inwards, and others outwards (from outer \"rim\" of circle gradient)\n", | |
" # so what we have actually found as \"r\" above is the thickness of the circle stroke\n", | |
" rad = np.mean(np.abs(np.concatenate([(x[idx] - x0)/np.cos(theta[idx]), (y[idx] - y0)/np.sin(theta[idx])])))\n", | |
" return x0, y0, rad # (x0, y0, rad)\n", | |
" \n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(313.52263594691607, 286.50490111360182) 212.663509283\n" | |
] | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10b19b1d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# test the circle finder\n", | |
"\n", | |
"test_img = plt.imread('test_circle.png')[:,:,0]\n", | |
"\n", | |
"x0, y0, rad = search_circle(ndimage.gaussian_filter(test_img, (15,15)), 0.01)\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"ax.imshow(test_img, cmap=\"gray\")\n", | |
"c1 = plt.Circle((x0, y0), rad, fill=False, edgecolor='red')\n", | |
"ax.add_artist(c1)\n", | |
"print((x0, y0), rad)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 151, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(224.98635968477399, 133.50494082763097) 132.244320699\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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n3RA0pL/gAHvaT+ivY79EMHUb387xJAc0rlzCwkHod2GIiQCXvQ5A3z7nOkYY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\n4vr1B4qkxVBVMi68EfVvfnzKK//40/z2n3khWht2d/c4Oz1nd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vmvesX7lMdPtEviczdX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\nzn/dAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x124c04ba8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# find the circle in the image, after cropping close\n", | |
"\n", | |
"test_img = plt.imread('003.png')[100:-100,100:-100]\n", | |
"\n", | |
"x0, y0, rad = search_circle(test_img[:,:,2], 0.3)\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"ax.imshow(test_img, cmap=\"gray\")\n", | |
"c1 = plt.Circle((x0, y0), rad, fill=False, edgecolor='red')\n", | |
"ax.add_artist(c1)\n", | |
"print((x0, y0), rad)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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8azhbt3jvqVuf6y+VW/KdFOx5lYdMz5HqLoSejfYxe0ZhTVxo9/l6hdVgvsS8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HAAAg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\nbd8NhHfMItzqdTknqkDVwGGVkBAqCLfCDZbMN+cFJt6obJOW6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1MVo/V3f5nkejRQ6hyB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Kxbq6Ai4umqbVLIcKC4DqEgNrQh7Q7ghLIAOercJnOuUY2+u9o0YPuOqS/8k5GnguRQrGBwW/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DREIECiysxQuwFA7RnsGNz14HfvAu+8D5qMQbdvgT7xfcCrnwCuXBPy2rRIw2J2BJweA81Y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\nCCGEEEL04P/wNijiL7pGDgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x111febd68>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(ncols=3, figsize=(12, 7))\n", | |
"\n", | |
"for i, ax in enumerate(axs):\n", | |
" im = ax.imshow(test_img[:,:,i], cmap=('Reds', 'Greens', 'Blues')[i])\n", | |
" plt.colorbar(im, ax=ax, orientation='horizontal')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 155, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.colorbar.Colorbar at 0x124c1f898>" | |
] | |
}, | |
"execution_count": 155, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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BG2PDhg2cfvrpZbhKA4eebyqVoquri46OjqB+dSKRIJFI0NPTE/jnq0mEhpJq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\nJk6AAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x127290780>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# create a good data signal by trying to minimise background\n", | |
"\n", | |
"# subtracting blue from green seems to give good contrast\n", | |
"inv_blue = test_img[:,:,1] - test_img[:,:,2]\n", | |
"\n", | |
"# normalise this\n", | |
"inv_blue = inv_blue - inv_blue.min() / (inv_blue.max() - inv_blue.min())\n", | |
"\n", | |
"# if we want to, can also apply a rough cutoff now that it is normalised\n", | |
"inv_blue[inv_blue < .4] = 0\n", | |
"\n", | |
"plt.imshow(inv_blue, cmap='gray')\n", | |
"plt.colorbar()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 156, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.colorbar.Colorbar at 0x125a01e48>" | |
] | |
}, | |
"execution_count": 156, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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esbkOSh1EOxBm490nAqsRB7UCpyuwe0U0XAFdf/tY5V/Y5wbQ9YuAE2wAaANG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0D+UXwLwO/8cSD9blQw/DHaChLKAhMEK4BVFnhUz3tkbxs9jcpy3tuQve2f84fCrjjSVaj1BuQP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LH7KUYT3y9lM9N5Zz1kzP29nes5xB5RiAs8A6T6oxHxnijxjVUYXsgHzGGsfVgikgXir68FGs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\nGzgzLl8G3Lzjc+6NwG8A11XWvRL4n3H5Rbu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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x125f22fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"img = inv_blue\n", | |
"\n", | |
"# calculate the radial total\n", | |
"thetas = np.linspace(0, 2*np.pi, 50)\n", | |
"\n", | |
"# create a sector mask\n", | |
"y, x = np.indices(img.shape)\n", | |
"\n", | |
"# new coordinate system based at (x0, y0)\n", | |
"X = x - x0\n", | |
"Y = y - y0\n", | |
"R = np.sqrt(X**2 + Y**2)\n", | |
"\n", | |
"# calculate theta from (x0, y0) at every point\n", | |
"T = np.pi + np.arctan2(X, Y)\n", | |
"\n", | |
"fig, [ax1, ax2] = plt.subplots(ncols=2, figsize=(12,6))\n", | |
"\n", | |
"\n", | |
"# lets have a look at the two new coordinates\n", | |
"im = ax1.imshow(R)\n", | |
"plt.colorbar(im, ax=ax1, orientation='horizontal')\n", | |
"im = ax2.imshow(T)\n", | |
"plt.colorbar(im, ax=ax2, orientation='horizontal')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 158, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"98.409271" | |
] | |
}, | |
"execution_count": 158, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UEByQ4oqcIp7efQ3LfAV5KmzStaoWKYo+Ut+Hm+LW6urvFfIahvftc8ayldhA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1FQqABcCBpuBQQ5hHghYNF6ExYU2kBYQbTBVsPYEXJFNxuFWdAhfAwHu5zn12QEdaq/fWK4S+jU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3hYpXSMOJAJZgPVGX1+7w/naBIa5eESG3RaxE+FVxXXhmzeU2mS0N3uT68Sjq3lNQWu3jCPla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\nwHfaaaednlLaAXynnXba6Sml/wMs4+0GDOFDxAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x103580f60>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"t1 = thetas[-2]\n", | |
"t2 = thetas[-1]\n", | |
"mask = (R <= rad) & (T >= t1) & (T < t2)\n", | |
"plt.imshow(test_img, cmap='gray')\n", | |
"plt.imshow(mask, alpha=0.5, cmap='gray')\n", | |
"\n", | |
"np.sum(img[mask])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 159, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# now make a mask for each theta, and sum over them all\n", | |
"values = []\n", | |
"\n", | |
"for i in range(1, len(thetas)):\n", | |
" t1 = thetas[i-1]\n", | |
" t2 = thetas[i]\n", | |
" mask = (R <= rad) & (T >= t1) & (T < t2)\n", | |
" val = np.sum(img[mask])\n", | |
" values.append(val)\n", | |
"\n", | |
"values.append(values[0])\n", | |
"\n", | |
"\n", | |
"# normalise to maximum intensity\n", | |
"values = values / np.max(values)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 162, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x127444470>" | |
] | |
}, | |
"execution_count": 162, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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ckORAdx/ZtM+5Sd6X5KXd/ZEtvldPWSvj2I2OfJlHP3Ly9vrZE78HG/b6z2mVVVW6e8tf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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1035b23c8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(8, 6))\n", | |
"ax.bar(thetas, values, width=2*np.pi/(len(thetas)-1), linewidth=0, color='green')\n", | |
"ax.set_xlabel(r'$\\theta$')\n", | |
"ax.set_ylabel(r'intensity')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 174, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# select the maximal angle from the data\n", | |
"preferred_direction = thetas[np.argmax(values)]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 181, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x12a26dd30>" | |
] | |
}, | |
"execution_count": 181, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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JCT20Wu03jJomhaIWBy9jjLXT6XTbN23apOvUqZPbjvvbb7+hQYMGbjueN8yf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JSU8OmnnxptRkJs376dBg0aRF+YhphRdG/u3LkOn89nump0UzgOQghPw4YNd69fv95oU2JmypQp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\nbf8fQKDXjFAtIFsAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1103ffd30>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# even better would be to plot this on a polar axis\n", | |
"\n", | |
"fig, ax = plt.subplots(subplot_kw=dict(projection='polar'), figsize=(8,8))\n", | |
"ax.set_theta_zero_location('N')\n", | |
"ax.bar(thetas, values, width=2*np.pi/(len(thetas)-1), color='green')\n", | |
"ax.set_xlabel(r'$\\theta$')\n", | |
"ax.set_ylabel(r'intensity')\n", | |
"ax.text(np.pi*3/4, 1.2, \"Attractant A\", color='red', horizontalalignment='right')\n", | |
"ax.text(np.pi*5/4, 1.2, \"Attractant B\", color='red', horizontalalignment='left')\n", | |
"\n", | |
"ax.text(preferred_direction, 1.1, '%dº' % (preferred_direction*180/np.pi), color='green')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Centre of Mass tracking in a video" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 182, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Now we are going to do something similar as above, but for each frame in the video.\n", | |
"\n", | |
"import imageio" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 311, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# convert all frames into a list of images\n", | |
"# if you have a long video there will be too many frames to fit into memory, so converting to\n", | |
"# a list will freeze the computer. Instead you must interact with the reader\n", | |
"# and only get one frame at a time in a for loop.\n", | |
"# e.g. reader = imageio.get_reader('phototaxis_crop.mp4')\n", | |
"# for frame in reader:\n", | |
"# process_frame(frame)\n", | |
"#\n", | |
"vid = list(imageio.get_reader('phototaxis_crop.mp4'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 345, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.patches.Circle at 0x166f04c50>" | |
] | |
}, | |
"execution_count": 345, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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mWTZwuYP68cvFIOdMIOJer+dDl4Qju7byVwf28Pc/8yXWTa/m1tsOMDYxuuy+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\n1KhRo4KaGGvUqFGjgpoYa9SoUaOC/x9bObemMu1guAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1632afeb8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"frame = vid[-1]\n", | |
"img = frame[100:640, 300:1000]\n", | |
"\n", | |
"def centre_of_mass(img):\n", | |
" f = img\n", | |
" X, Y = np.meshgrid(range(f.shape[1]), range(f.shape[0]))\n", | |
"\n", | |
" x_c, y_c = (f*X/f.sum()).sum(), (f*Y/f.sum()).sum()\n", | |
" return int(x_c), int(y_c)\n", | |
"\n", | |
"\n", | |
"mmax = img[:,:,1].max()\n", | |
"# find the centre of the petri dish on the image\n", | |
"x0, y0 = centre_of_mass(img[:,:,1] > mmax*0.3)\n", | |
"# poorly determine the radius of interest by taking the slice through (x, y0)\n", | |
"rad = 0.99*np.count_nonzero(img[y0, :, 1] > mmax*0.3)//2\n", | |
"\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"ax.imshow(img)\n", | |
"ax.scatter(x0, y0, color='red')\n", | |
"\n", | |
"c1 = plt.Circle((x0, y0), rad, fill=False, edgecolor='red')\n", | |
"ax.add_artist(c1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 346, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# make some helpful functions to make our loop code more readable\n", | |
"\n", | |
"def x0_y0_rad_from_img(img):\n", | |
" x0, y0 = centre_of_mass(img[:,:,1] > 0.4)\n", | |
" # poorly determine the radius of interest\n", | |
" rad = 0.99*np.count_nonzero(img[y0, :, 1] > 0.4)/2\n", | |
" return x0, y0, rad\n", | |
"\n", | |
"def normalise(img):\n", | |
" \"\"\"Create a new array with all values from (0,1)\"\"\"\n", | |
" return (img - img.min()) / (img.max() - img.min())\n", | |
"\n", | |
"def meshgrid_rt(img, x0, y0):\n", | |
" \"\"\"Create a meshgrid in radial and theta coordinates\n", | |
" with a centre point at (x0, y0).\"\"\"\n", | |
" # create a sector mask\n", | |
" y, x = np.indices(img.shape[:2])\n", | |
"\n", | |
" # new coordinate system based at (x0, y0)\n", | |
" X = x - x0\n", | |
" Y = y - y0\n", | |
" R = np.sqrt(X**2 + Y**2)\n", | |
"\n", | |
" # calculate theta from (x0, y0) at every point\n", | |
" T = np.pi + np.arctan2(X, Y)\n", | |
" return R, T\n", | |
"\n", | |
"def sum_by_sector(img, thetas, R, T):\n", | |
" values = []\n", | |
" \n", | |
" for i in range(1, len(thetas)):\n", | |
" t1 = thetas[i-1]\n", | |
" t2 = thetas[i]\n", | |
" mask = (R <= rad) & (T >= t1) & (T < t2)\n", | |
" val = np.sum(img[mask])\n", | |
" values.append(val)\n", | |
"\n", | |
" values.append(values[0])\n", | |
" return values\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 347, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(442, 320)" | |
] | |
}, | |
"execution_count": 347, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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PxctXABfH8w1AlRCY1wB3uPsQsMXMnouNV0oB6bxDz2bnqRcMcPBH2e5op/xu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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x163e1b550>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# lets look at an example frame to see where our centre of mass is\n", | |
"\n", | |
"frame = vid[-1]\n", | |
"img = frame[100:640, 300:1000] # use the same crop as above\n", | |
"# do some data cleaning\n", | |
"gimg = img[:,:,1] - img[:,:,2] # make a signal\n", | |
"nimg = normalise(gimg) # normalise it\n", | |
"nimg[nimg < 0.15] = 0 # ignore anything < 15% max intensity\n", | |
"\n", | |
"x0, y0, rad = x0_y0_rad_from_img(img)\n", | |
"R, T = meshgrid_rt(img, x0, y0)\n", | |
"\n", | |
"mask = (R < rad)*1 # mask is 0 outside rad, 1 inside\n", | |
"nimg = nimg*mask\n", | |
"\n", | |
"com = centre_of_mass(nimg)\n", | |
"plt.imshow(nimg)\n", | |
"plt.colorbar()\n", | |
"plt.scatter(com[0], com[1], color='white', marker='x')\n", | |
"com" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 348, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"coms = []\n", | |
"\n", | |
"for i, frame in enumerate(vid):\n", | |
" \n", | |
" img = frame[100:640, 300:1000] # use our standard crop\n", | |
" x0, y0, rad = x0_y0_rad_from_img(img) \n", | |
" R, T = meshgrid_rt(img, x0, y0)\n", | |
" \n", | |
" # do some data cleaning\n", | |
" gimg = img[:,:,1] - img[:,:,2] # make a signal\n", | |
" nimg = normalise(gimg) # normalise it\n", | |
" nimg[nimg < 0.15] = 0 # ignore anything < 15% max intensity\n", | |
" \n", | |
" mask = (R < rad)*1.0 # mask is 0 outside rad\n", | |
" nimg = nimg*mask\n", | |
" \n", | |
" coms.append(centre_of_mass(nimg))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 349, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x167134828>" | |
] | |
}, | |
"execution_count": 349, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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GfR1wKPkAFa8UQbh6z4wZM9CYLc/qdUKILvmMRuq1Ot5nJInn+GctYsGCeXz9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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1617b9898>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, figsize=(12, 6))\n", | |
"\n", | |
"cols = np.asarray(coms)\n", | |
"ax1.imshow(img)\n", | |
"ax1.plot(cols[:,0], cols[:, 1], color='white')\n", | |
"\n", | |
"ax2.plot(cols[:,0], color='black')\n", | |
"ax2.set_xlabel('Time (frame number)')\n", | |
"ax2.set_ylabel('Centre of mass X position')\n", | |
"\n", | |
"ax3.plot(cols[:,1], color='black')\n", | |
"ax3.set_xlabel('Time (frame number)')\n", | |
"ax2.set_ylabel('Centre of mass Y position')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [Root]", | |
"language": "python", | |
"name": "Python [Root]" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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