{ "metadata": { "name": "", "signature": "sha256:985d57d17ef98d3e70d7c0b3b2022e857db15a784cbfbf9e8ce837477fa7e4c5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Image Registration Tutorial - Feature-based Registration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, we first initialise the Python environment and define some helper functions for loading and plotting point sets.\n", "\n", "NOTE: If you comment out line 7 by putthin a # in front, you can get 3D plots in an extra window in which you can rotate the view. You may need to restart the IPython kernel in the 'Kernel' menu above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "from vtk import *\n", "from vtk.util import numpy_support\n", "from matplotlib import pyplot\n", "import pylab\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "# Helper method to read point sets from a file\n", "def vtk_point_read(filename):\n", "\n", " # load a vtk file as input\n", " reader = vtkPolyDataReader()\n", " reader.SetFileName(filename)\n", " reader.Update()\n", "\n", " data = reader.GetOutput()\n", "\n", " x = np.zeros(data.GetNumberOfPoints())\n", " y = np.zeros(data.GetNumberOfPoints())\n", " z = np.zeros(data.GetNumberOfPoints())\n", "\n", " for i in range(data.GetNumberOfPoints()):\n", " x[i], y[i], z[i] = data.GetPoint(i)\n", "\n", " x = np.reshape(x, (1, len(x)))\n", " y = np.reshape(y, (1, len(y)))\n", " z = np.reshape(z, (1, len(z)))\n", "\n", " points = np.concatenate((x, y, z), axis=0)\n", " return points\n", "\n", "# Helper function for plotting 3D point sets\n", "def myplotin3D(pnt1_i,pnt2_i,title=''):\n", " fig = pylab.figure()\n", " ax = Axes3D(fig)\n", " ax.scatter(pnt1_i[0, 0::5], pnt1_i[1, 0::5], pnt1_i[2, 0::5], c='b')\n", " ax.scatter(pnt2_i[0, 0::5], pnt2_i[1, 0::5], pnt2_i[2, 0::5], c='r')\n", " ax.set_title(title,fontsize=16)\n", " ax.view_init(50,0)\n", " pyplot.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Umeyama method for rigid transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a skeleton implementation of the Umeyama method for computing rigid-body transformation between corresponding point sets X and Y. For demonstration purposes, we use a single point set corresponding to a liver surface extracted from a real 3D CT image. The moving point set is generated by transforming the fixed point set and applying some Gaussian noise to it. Thus, the two point sets are not identical.\n", "\n", "TASK: Finish the implementation by inserting the missing lines of code. You might want to check out the lecture notes for this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Implementation of the Umeyama method for computing rigid-body transformations \n", "# between corresponding point sets X and Y\n", "def umeyama_rigid(X, Y):\n", " \n", " # Get dimension and number of points\n", " m, n = X.shape\n", "\n", " # Demean the point sets X and Y \n", " X_mean = # INSERT CODE HERE\n", " Y_mean = # INSERT CODE HERE\n", " X_demean = # INSERT CODE HERE\n", " Y_demean = # INSERT CODE HERE\n", "\n", " # Computing matrix XY' using demeaned point sets\n", " XY = # INSERT CODE HERE\n", "\n", " # Singular value decomposition\n", " U,D,V = np.linalg.svd(XY,full_matrices=True,compute_uv=True)\n", " V=V.T.copy()\n", " \n", " # Determine rotation\n", " R = # INSERT CODE HERE\n", "\n", " # Determine translation\n", " t = # INSERT CODE HERE\n", " \n", " return R,t\n", "\n", "\n", "\n", "\n", "# Load point set\n", "filename1 = \"./data/liver1_dec.vtk\"\n", "pnt1 = vtk_point_read(filename1)\n", "shp1 = pnt1.shape\n", "\n", "# Copy the points and apply rigid transform\n", "pnt2=pnt1.copy()\n", "rotation_in = [[-0.3214, -0.5567, 0.7660],[-0.0637, -0.7944, -0.6040],[0.9448, -0.2429, 0.2198]]\n", "trans_in = [10,20,-30]\n", "pnt2 = np.dot(rotation_in,pnt1) + np.tile(trans_in,(shp1[1], 1)).transpose()\n", "\n", "# Add Gaussian noise\n", "sigma = max(pnt2.flatten()) * 0.02\n", "noise = np.random.normal(0.0,sigma,pnt2.shape)\n", "pnt2 = pnt2 + noise\n", "\n", "\n", "# Initial position\n", "myplotin3D(pnt1,pnt2,'initial alignment (moving=blue,target=red)')\n", "\n", "# Running Umeyama method\n", "R, t = umeyama_rigid(pnt1,pnt2)\n", "print \"Rotation matrix=\\n\",R,\"\\nTranslation vector=\",t\n", "\n", "# After registration\n", "pnt1 = np.dot(R,pnt1) + np.tile(t, (shp1[1], 1)).transpose()\n", "myplotin3D(pnt1,pnt2,'after registration (moving=blue,target=red)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": 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AuRvJ5gDr1q3j5VGjaOh244yMZO+RIzzaowfOqChi8/L41yef8MWOHWzLy6NR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RIJHY9H4L33HLz88qe0tUVwOD7hmmseYMaM69D1ON/61gKsVgfDhk3nwIGPuOaaUWRmZuLxeBg4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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Rotation matrix=\n", "[[-0.32082409 -0.55738439 0.76576403]\n", " [-0.06327984 -0.79408172 -0.60450796]\n", " [ 0.94502252 -0.24239815 0.21948935]] \n", "Translation vector= [ 9.97581107 19.91363448 -30.05124307]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6naiqit1uD5gNn8+H0+kkOjo6YDbgVAPJfPYNx+VyoShKQJ+9rutUVFRUe/aG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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Umeyama method for similarity transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the lecture, we have only discussed the basic Umeyama method as above. Now, we will implement a more advaned variant that can determine a similarity transformation (i.e. rotations + translation + scaling).\n", "\n", "TASK: a) Finish the implementation below by inserting your code from above, b) try to understand what the additional lines of code do. References are given to the equations in the original work by Umeyama which can be found here: http://web.stanford.edu/class/cs273/refs/umeyama.pdf" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Implementation of the Umeyama method for computing similarity transformations \n", "# between corresponding point sets X and Y\n", "def umeyama_similarity(X, Y):\n", " \n", " # Get dimension and number of points\n", " m, n = X.shape\n", "\n", " # Demean the point sets X and Y\n", " X_mean = # INSERT CODE HERE\n", " Y_mean = # INSERT CODE HERE\n", " X_demean = # INSERT CODE HERE\n", " Y_demean = # INSERT CODE HERE\n", "\n", " # Computing matrix XY' using demeaned and NORMALISED point sets (divide by the number of points n)\n", " # See Equation (38) in the paper\n", " XY = # INSERT CODE HERE\n", "\n", " # Determine variances of points X and Y, see Equation (36),(37) in the paper\n", " X_var = np.mean(np.sum(X_demean*X_demean, 0))\n", " Y_var = np.mean(np.sum(Y_demean*Y_demean, 0))\n", "\n", " # Singular value decomposition\n", " U,D,V = np.linalg.svd(XY,full_matrices=True,compute_uv=True)\n", " V=V.T.copy()\n", " \n", " # Determine rotation\n", " R = # INSERT CODE HERE\n", " \n", " # Determine the scaling, see Equation (42) in the paper (assume S to be the identity matrix, so ignore)\n", " c = # INSERT CODE HERE\n", "\n", " # Determine translation, see Equation (41) in the paper\n", " t = # INSERT CODE HERE\n", "\n", " return R,c,t\n", "\n", "\n", "\n", "\n", "# Load point set\n", "filename1 = \"./data/liver1_dec.vtk\"\n", "pnt1 = vtk_point_read(filename1)\n", "shp1 = pnt1.shape\n", "\n", "# Copy the points and transform them.\n", "pnt2=pnt1.copy()\n", "rotation_in = [ [-0.3214, -0.5567, 0.7660],\n", " [-0.0637, -0.7944, -0.6040],\n", " [0.9448, -0.2429, 0.2198] ]\n", "scale_in = 2\n", "trans_in = [10,20,-30]\n", "pnt2 = scale_in * np.dot(rotation_in,pnt1) + np.tile(trans_in,(shp1[1], 1)).transpose()\n", "\n", "# Add Gaussian noise\n", "sigma = max(pnt2.flatten()) * 0.02\n", "noise = np.random.normal(0.0,sigma,pnt2.shape)\n", "pnt2 = pnt2 + noise\n", "\n", "\n", "# Initial position\n", "myplotin3D(pnt1,pnt2,'initial alignment (moving=blue,target=red)')\n", "\n", "# Running Umeyama method\n", "R, c, t = umeyama_similarity(pnt1,pnt2)\n", "print \"Rotation matrix=\\n\",R,\"\\nScaling coefficient=\",c,\"\\nTranslation vector=\",t\n", "\n", "# After registration\n", "pnt1 = c * np.dot(R,pnt1) + np.tile(t, (shp1[1], 1)).transpose()\n", "myplotin3D(pnt1,pnt2,'after registration (moving=blue,target=red)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+bbmy0EETvhCltPx7/pfwhdbrDCZVQfgqO1Uh0ERLQqtRHE34QpTSktD6xe1C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\nQHphGnLfYAoy7DgIWICm7UeIvNaxkcjamX9CrjMG19FuQha4LkHT/oIQ8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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Rotation matrix=\n", "[[-0.32123678 -0.55677537 0.76603402]\n", " [-0.06338237 -0.79445234 -0.60401006]\n", " [ 0.94487544 -0.2425833 0.21991757]] \n", "Scaling coefficient= 1.99860054983 \n", "Translation vector= [ 9.88952992 19.9544177 -30.04901934]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gSDDvMUCw07RYLEFbgRiwhOrjHoNZdqqWVSPyeuhgzPGFMH6/v84VJRwWfoTD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MOwYcNOek8fxv+if+7o7zk2NpaDBw+edN+33nqLWbNm0a1bN1577TViY2MpKSnh3HPPPbJPeno6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\n2LHYuHEjnnzyScnHNZBQ4uulTZs2BTwejGa0wJUafxs2bBB3i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