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@espdev
Last active August 18, 2016 21:21
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Minimal Path Extraction via Fast Marching Method
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{
"cells": [
{
"cell_type": "code",
"execution_count": 199,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pylab as pl\n",
"import skfmm\n",
"\n",
"import SimpleITK as sitk\n",
"\n",
"%matplotlib inline\n"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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S0WiEz57Xs5HvSb/3hcPZhvb2dmQyGfT19WHHjh0YGhpCMpnE4uIipqamcObM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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1f6430b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# speed = sitk.GetArrayFromImage(sitk.ReadImage('412_18_crop.mha'))\n",
"# speed = sitk.GetArrayFromImage(sitk.ReadImage('735_60_crop.mha'))\n",
"speed = sitk.GetArrayFromImage(sitk.ReadImage('740_51_crop.mha'))\n",
"\n",
"# x, y = 70, 33\n",
"# x, y = 75, 108\n",
"x, y = 123, 60\n",
"\n",
"h, w = speed.shape\n",
"X, Y = np.meshgrid(np.arange(0, w), np.arange(0, h))\n",
"\n",
"phi = np.ones_like(speed)\n",
"\n",
"# Set a zero contour (A trial point)\n",
"phi[y, x] = -1\n",
"\n",
"pl.imshow(speed)\n",
"pl.plot(x, y, 'or')\n",
"pl.title('Trial point location: the zero contour of phi')\n",
"pl.grid('off')\n",
"pl.xlim(0, w);\n",
"pl.ylim(h, 0);\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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5tb2WzliWQICSrRqAY7B2S1uWZXFIxOK66XDMK5B18alblQoGg0yfPp3p06cz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\nQYGwCiiggAMG/w8TP6FL9RYrNAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22076cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d = skfmm.distance(phi)\n",
"\n",
"pl.title('Distance from the trial point')\n",
"pl.imshow(speed)\n",
"pl.plot(x, y, 'oc')\n",
"pl.contour(X, Y, d, 20, cmap='autumn', linewidths=1)\n",
"pl.colorbar()\n",
"pl.grid('off')"
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Vi1UvQBGSULXWJaXkooEM19c7nNVQ5Odd8XW0LFD8oqHE77oiFG2n8lvJvlGXEzIue8Ql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JClqm3Odi12DyvH2V4CLFDVl/qrLfAhYVAFZgaDYWB4k88AWQHcA7woIndiL+75lYjMU9WD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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1cde8ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = skfmm.travel_time(phi, speed+0.05, dx=1.0)\n",
"\n",
"pl.title('Travel time from the trial point')\n",
"pl.imshow(speed)\n",
"pl.plot(x, y, 'oc')\n",
"pl.contour(X, Y, t, 20, cmap='autumn', linewidths=1)\n",
"pl.colorbar()\n",
"pl.grid('off')"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from scipy.interpolate import RectBivariateSpline\n",
"\n",
"def minimal_path(travel_time, starting_point, dx, N=100):\n",
" \"\"\"\n",
" Find the optimal path from starting_point to the zero contour\n",
" of travel_time. \n",
" \n",
" Solve the equation x_t = - grad t / | grad t |\n",
" \n",
" travel_time is the travel time for each point of image from the trial point (zero contour)\n",
" dx is the grid spacing\n",
" N is the maximum travel time\n",
" \n",
" \"\"\"\n",
" grad_t_y, grad_t_x = np.gradient(travel_time, dx) \n",
" \n",
" if isinstance(travel_time, np.ma.MaskedArray):\n",
" grad_t_y[grad_t_y.mask] = 0.0\n",
" grad_t_y = grad_t_y.data\n",
" \n",
" grad_t_x[grad_t_x.mask] = 0.0\n",
" grad_t_x = grad_t_x.data\n",
" \n",
" h, w = travel_time.shape\n",
" coords_x, coords_y = np.arange(0, w), np.arange(0, h)\n",
" \n",
" gradx_interp = RectBivariateSpline(coords_y, coords_x, grad_t_x)\n",
" grady_interp = RectBivariateSpline(coords_y, coords_x, grad_t_y)\n",
"\n",
" def get_velocity(position):\n",
" \"\"\"Returns normalized velocity at the position\"\"\"\n",
" x, y = position\n",
" vel = np.array([gradx_interp(y, x)[0][0],\n",
" grady_interp(y, x)[0][0]])\n",
" \n",
" return vel / np.linalg.norm(vel)\n",
"\n",
" def euler_point_update(pos, ds):\n",
" return pos - get_velocity(pos) * ds\n",
"\n",
" def runge_kutta(pos, ds):\n",
" \"\"\"Fourth order Runge Kutta point update\"\"\"\n",
" k1 = ds * get_velocity(pos)\n",
" k2 = ds * get_velocity(pos - k1 / 2.0)\n",
" k3 = ds * get_velocity(pos - k2 / 2.0)\n",
" k4 = ds * get_velocity(pos - k3)\n",
" \n",
" return pos - (k1 + 2*k2 + 2*k3 + k4) / 6.0\n",
"\n",
" p = runge_kutta(starting_point, dx)\n",
" \n",
" px, py = [p[0]], [p[1]]\n",
" \n",
" for i in range(N):\n",
" px.append(p[0])\n",
" py.append(p[1])\n",
" p = runge_kutta(p, dx)\n",
"# x = euler_point_update(x, dx)\n",
" \n",
" return px, py\n"
]
},
{
"cell_type": "code",
"execution_count": 213,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AmNYnLdmut1p+I0Ema4tZegrMb4UlyUUH7MGSsN9U0+paw6RSKZx88sk466yz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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x220ecb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = 179, 212\n",
"# p = 380, 160\n",
"\n",
"px, py = minimal_path(t, p, dx=1.0, N=500)\n",
"\n",
"pl.title('Minimal path to the trial point')\n",
"pl.imshow(speed)\n",
"pl.plot(x, y, 'oc')\n",
"pl.plot(p[0], p[1], 'om')\n",
"pl.plot(px, py, '-r', linewidth=2)\n",
"pl.xlim(0, w);\n",
"pl.ylim(h, 0);\n",
"pl.grid('off')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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