{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Affine registration with dipy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dipy is a package for diffusion imaging, also written in Python.\n", "\n", "It also has registration algorithms, including affine and non-linear registration.\n", "\n", "These are based on the model and algorithms implemented in the ANTS toolbox : http://picsl.upenn.edu/software/ants/\n", "\n", "Python is an excellent language to work in for this problem because Python code is easier for most scientists to read than C++ (ANTS is written in C++). Dipy, like nipy, uses an optimized, compiled Python / C fusion language called Cython, that allows us to mix Python code and C-like code, and get the speed of compiled C code on execution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook is closely based on the 3D affine registration tutorial in the dipy documentation: http://nipy.org/dipy/examples_built/affine_registration_3d.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Set up our usual routines and configuration\n", "import numpy as np\n", "np.set_printoptions(precision=4, suppress=True)\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# - set gray colormap and nearest neighbor interpolation by default\n", "plt.rcParams['image.cmap'] = 'gray'\n", "plt.rcParams['image.interpolation'] = 'nearest'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the dipy routines we are going to need:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from dipy.viz import regtools\n", "from dipy.align.imaffine import (AffineMap,\n", " MutualInformationMetric,\n", " AffineRegistration)\n", "from dipy.align.transforms import (TranslationTransform3D,\n", " RigidTransform3D,\n", " AffineTransform3D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time we will load the image with the `nibabel` library. This is lower level than nipy. Nipy depends on nibabel to load images under the hood:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import nibabel as nib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again we make the mean functional image to register to:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "func_img = nib.load('ds114_sub009_t2r1.nii')\n", "mean_data = func_img.get_data()[..., 4:].mean(axis=-1)\n", "mean_affine = func_img.affine" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Next we load the structural image. We will register this image to the mean functional." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "source_img = nib.load('ds114_sub009_highres_brain.nii')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dipy works on the image data arrays. It also needs the affine arrays of each of the images:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "source_data = source_img.get_data()\n", "source_affine = source_img.affine\n", "target_data = mean_data\n", "target_affine = func_img.affine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the two images are already in good registration (see the nipy registration notebook), we disturb the registration by doing a 10mm shift to the left on the structural image. This shift is just in the affine matrix, because the affine matrices record the current positions of the structural and functional image, relative to each other, and the world space of the scanner:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "source_affine[0, -1] += 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the nice dipy routines to show the spatial correspondence of the images, as recorded in the affines." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kbxByWlcmCNOpuu808/rMD0B+m2rHJOS1q6B8GoSuF5mVkDeKlDbweRl6eKSB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\nhHGVRzw8PDw8xhaeaXt4eHiUEbzR9vD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"text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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w8CgjeKPt4eHhUUbwRtvDw8OjjOCNtoeHh0cZwRttDw8P\njzKCN9oeHh4eZQRvtD08PDzKCN5oe3h4eJQRvNH28PDwKCN4o+3h4eFRRvBG28PDw6OM4I22h4eH\nRxnBG20PDw+PMoI32h4eHh5lBG+0PTw8PMoI3mh7eHh4lBG80fbw8PAoI3ij7eHh4VFG8Ebbw8PD\no4zw/wELfCDqHSzSrwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "identity = np.eye(4)\n", "affine_map = AffineMap(identity,\n", " target_data.shape, target_affine,\n", " source_data.shape, source_affine)\n", "resampled = affine_map.transform(source_data)\n", "regtools.overlay_slices(target_data, resampled, None, 0,\n", " \"Static\", \"Moving\", \"resampled_0.png\")\n", "regtools.overlay_slices(target_data, resampled, None, 1,\n", " \"Static\", \"Moving\", \"resampled_1.png\")\n", "regtools.overlay_slices(target_data, resampled, None, 2,\n", " \"Static\", \"Moving\", \"resampled_2.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we define an affine registration, by giving a few standard parameters. See the dipy registration tutorial for the details of what these parameters mean:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nbins = 32\n", "sampling_prop = None\n", "metric = MutualInformationMetric(nbins, sampling_prop)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "level_iters = [10000, 1000, 100]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sigmas = [3.0, 1.0, 0.0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "factors = [4, 2, 1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set up the registration object, ready to do the registration:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "affreg = AffineRegistration(metric=metric,\n", " level_iters=level_iters,\n", " sigmas=sigmas,\n", " factors=factors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we optimize the translations. We do the translations first to get these in the ballpark, by proceeding to do the translations and rotations at the same time:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 2 [max iter: 10000]\n", "Optimizing level 1 [max iter: 1000]\n", "Optimizing level 0 [max iter: 100]\n" ] } ], "source": [ "transform = TranslationTransform3D()\n", "params0 = None\n", "translation = affreg.optimize(target_data, source_data, transform, params0,\n", " target_affine, source_affine)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have our estimated translations. Sure enough the x translation is about -10 mm, the amount we put in:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 0. , 0. , 12.0894],\n", " [ 0. , 1. , 0. , -2.4918],\n", " [ 0. , 0. , 1. , -5.7955],\n", " [ 0. , 0. , 0. , 1. ]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "translation.affine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The visualization tool now shows the images overly much better than they did before:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ppZck86XTxlesWNGSMsLJFKWU9MvJyUmZfTu6Jp/PizxYs2aNeI0dOHBAwt57\ne3slOdxbhXNWYE9FOB/HDTfcACCcchAEwkEppVqoBicUy+WyeI+4RonH40JBTExMtKwi47aHG9iF\ntBeLRTk2vFJ6EASSFN29DLFYTKzYo6Oj8j8mJiZEuLspViqVkvOq1arsn+0pV50DYwV4u/XU6MuA\nvt6Uc9tA/dyUxzQoG7KetPlAqmVIWC461Qcxl341B0X76LRupkRt9IEyy36ijGMQpZjJtgd2pRon\n6F9qhp53roe4pWOiNo999HzIL7T/ow7FHaZcPgxFO0AkJpuuizXm5mrq7r3PZDJcf71p2G3btvHz\nn5uG1VpLyLrLB1Iul0XB6evrE7ojl8u1rJru+klfX5+s5+o8vqbmJXH91gXkgHHhO3jQpIN0CxSs\nWbOGhQtNw9brdXbsMA07ODgoA8RM2Jk8JeLh4eHRJmgbDdsZD+v1ukyv3Cgbpiig6cc5NDQk57kp\nDzRzVWcymZYR2E3PisWi+F2GR1NnFJmcnJQpV9h/tLe3V0ZwV1+tVhMtP5lMymrqyWRSQtpd8qdl\ny5aJX2q1Wp31mrWDCyZpYHygAdQwNOxq5MEtgF20umcPHLf0SN0aIgsBsspA9gFIuoCbpcC7TXlM\nQ8nm74oG0O0Mmjap1LCCsmWd5mch+aC9Xgk632HvowCF95hyymrmyTQk7BRhdDvELX0y7zpYYpW4\nhQVwKe/nTjhUK5w2Ojw8LGkdbrnlFlmNfM+ePdL/XBh6EARCYz744IMScLNkyRLe8x7TEFprOSYI\nAjFoutiGMJ2YzWZ58MEHATNTd2HohUKB9773vUAzGC+cAuPhhx+W2fn1118v2vnU5QDfCpwzAvvV\nMmdFIhERoPPmzeOhhx4Cmnk+ent7pbG7urpEoI+NjQmNEc7d4a5Vr9dlfcfOzk6hM4rFojSWE7z1\nel22ZbNZ4ajDATCpVEoEtpvqLVu2TDi5QqEgdExPT0/Li+a+w65G4WlfO2M6zxDX2jGaL2EOeNr+\nSB6GLusLN/YydFiuOb0VXDdx1ELjLgjsXDEagYZx0GGiAlmb7rTzWihb2qQxCkUbiFO3g0L9hqYb\nXvynELOStdoPCbuKjE7BfptvZKHNUbJcNe8j9ZvQaSmTyVKTB9eR5qo1IU/DOcFdO4SjGF2/ffnl\nl0XxccE0Ydx1110tMsB5XlUqFUl3eu211wptMjo6KgqPGxRuuOEG6UePPvqoUJ39/f0SHJdKpVry\njUCrPPrAY4rYAAAI3ElEQVTkJz/Z4sHi9p3OepNnGp4S8fDw8GgTnDMattMiwyNbOA+IG6FzuRy7\nd5vFl9yo+Pzzz8uI2t3dLZRId3e3aNthrdhpypFIRKy/+Xy+JdeIy3UbznvtRufu7m6hM8JaddgY\n6bTnvXv3ivafyWSkfPToUanbeb0MDw+33OOb1azPFe+SqZ4h0PR/joS2Z4D91nd5TT+8bGmHoe5m\n5rveBnTYVyRtg2nSV0HcrLJGPQ0Ru793DEp2aTF9HtStcTDfgIyxVzNuK29UIGcN/vN+AgnDUhHo\nJlUSVKBkVqbilc/Y8+PNBQ7GdsHoLlu3guM218looWl0rDO3NGsH5/3U398vBsHu7m553xuNhvR9\nF6Ry1VVX8dOf/hQwfcftHxsbEx/oFStWSH9vNBriiOAcASqVinhy3HvvvUI/hsPLK5WKLDn2mc+Y\nhg2v2bpr1y4JoFNKSazFTFAiXsP28PDwaBOcMxq2w3QaYaPREGNdvV4X7fef/umfABgZGZERMZFI\niMHhwgsvFGPB+Pi48NnOEKm1ltDXWCzW4lvtRn6nVedyOSmXy2W5B8d7gxmVnc+nq7dcLos70osv\nvigRU+GkUW52EASBnF8qlc5Ixr5zyXB5Ks1yNLTf6Sz/WoQxe0JsD8SsMXJZBlZabTvxsPkufAjK\ndvGP2iWgbcRiz+Fm4qaaNlwymNDzhnF9J+PC32tQtdfN90HnRnsjYxCz9upkGhKfNuXqd8135Up4\nxYbKd3VC3bocVo/CkA2EC2hq4U3T+NxEOOnSnj17xBiZyWSkzz38sGnYm266SWxImzdvlojFwcHB\nlr7huORMJiMxDeEEce66fX19bNxoGnZsbEyunU6n+fSnTcN+97umYa+88koJle/s7BSXw6NHj85I\nhKPDOSewTwU3hVFKiZeH851MJpMtoeJOAC5atKil4VxKxrDgdUIz7E8djUZFuLvGCa+xqLUWaqNQ\nKEjdmUxGPEbCmcecVflnP/sZe/bsAcxL5srO8LJs2TKZZo2MjMzaRQumwv0zhaFFAIZGIGkNeJWl\nzbUUDyehx/pkOyNhbS+MW0lYfxSqluaolaBhr6GuA2XdUUpxsEs5ErjYqkkToAMwXoDSHlv3L0Hq\naVPO9kHHdlPuWWnvZxu8YOs7OADK+mEfHIcF9v4W0TRMjnGyEXYuUSQjIyNiwFu6dCmbNm0CTB92\nPtBOAO/du1f656OPPir9s1QqyTWuu+46oTjDNEY4KMbtLxQK0ueuvPJKnn7aNGxfXx/bt5uGdeus\nbtu2TeobGBgQP+zx8fEZVYI8JeLh4eHRJmgLDTucHS8ajZ4UYRQOK4/FYjLVGRkZkRFzdHRUaBWn\nPU9MTIh2XC6XJVNXEAQtft/uuu4ecrmcjPxjY2NCj0QiETF6OM0+EomIi98DDzwgLoBho6Jz5Qsn\nWJ/6/2eLi99UNGi+hBFCfsoVCJ41xWA/RG2CpeIyGLMqar81EuafhhNWTS0fhqLlVSqroGqz+K0c\nA20fb70ObsLkwtijQMbeSLVofbuB/DaImteG3gDSlkKJWB7nQAN+ZrXq6gqoW41d90LBnpfl5GXB\n3H93dc8VLbtSqYgmfeDAAUmwtGzZMnEscEbCp59+Wvr14cOHZfa5atUqoTLHxsbEMaBWq8nx0yWJ\nKxaLsv++++4TeaC1lv7q0l2EoxtXrFghGntvb6+cNxNoC4GtlBLfzXCeD9eA4fUa6/W6CNmnnnpK\n/DJHR0clfN1Np4Ig4MCBA4AJXnGeH24bNP1Hw+u49ff389hjj8k9uKxfYc8P9yLWajXuv/9+KbsX\nKZVKSdn9j0ql0uKTHRbOs01QO0QxK4+DEWquXAQCGyve0IANBW/sb1IQJ6z5ID8EnVbAHr0bApvP\nY2gLLLH5SLqPw5GP24vHIWo5ioRzkE5An/U62V2AkqVdhuMwageL3idhwNZZt/Lgya5muTIMKVuu\nPQMlx5/TFNgBJwvnuSKsHZzSorUW4b1//34RrM4uNDQ0JP3h7rvvlr61ZcsWyUdy7NgxPvGJTwCt\nMRFOKUskEpLCtVAoiIdZPB6XPvrkk09Kna5PdnV1ybWGh4dl+zPPPDOjq0F5SsTDw8OjTdAWGjY0\nvR0GBgZ48cUXAVqy5IWjj5zRolQqyegKzdDz8HlOW+/s7GyhWsLJ0sFovOHETG7q9Oijj7bkyXb0\niDNWhpcpS6fTojGER2k3eh88eLAl2dRcgfun8wGXoThGkx6JVkBZzTUCVKw2LdmMazBuDYaROyC4\n2ZSTz0H2GlOu7ALsq6DXQGCjKLWtPHYMaj825Xwafv57plzeAFG3/Sk4YumWkqVG9FFIWq1bAw2r\nmRM0Q+6PhP7j3GnV10Z4XUVo9Y0GMyN1BsM77riDm282Dfvcc89x9dVXA0bjdX18zZo1LWupgunz\nP/6xacB0Os3v/Z5p2A0bNsj2p556Sma5jho5evRoiweY08xncnkwaBOBrbWW6cnIyIg8NGcVDlMi\nQRC0LHobvoYTgtPtHxoakpUuzjvvPC6//PKWOqA5lSsUCiKQy+Wy3E/4PpzgTiaTsq1UKk1Lczja\npVKptAwmcwENmulGR2lmxgsL7HA4d7UYemlLJ+8PfgARG3bOMBx7nyk+8TAstsE164Yh5rxDbOXV\nXc1cI0dXQdW65+m/bi72qzNQsBRK3H7rElRcGtjB1v8VztDnprIz293PXTgKAzhpEQKAH/zgB0Jv\nDg8Py2ow27dvF3pyeHi4RakCE/QS5r6de97XvvY1CVjLZDItmTjdPTjaxX2fC/CUiIeHh0ebQM1W\nY5aHh4fHbIPXsD08PDzaBF5ge3h4eLQJvMD28PDwaBN4ge3h4eHRJvAC28PDw6NN4AW2h4eHR5vA\nC2wPDw+PNoEX2B4eHh5tAi+wPTw8PNoEXmB7eHh4tAm8wPbw8PBoE3iB7eHh4dEm8ALbw8PDo03g\nBbaHh4dHm8ALbA8PD482gRfYHh4eHm0CL7A9PDw82gReYHt4eHi0CbzA9vDw8GgTeIHt4eHh0Sb4\n/+S4waOk2dqgAAAAAElFTkSuQmCC\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transformed = translation.transform(source_data)\n", "regtools.overlay_slices(target_data, transformed, None, 0,\n", " \"Static\", \"Transformed\", \"transformed_trans_0.png\")\n", "regtools.overlay_slices(target_data, transformed, None, 1,\n", " \"Static\", \"Transformed\", \"transformed_trans_1.png\")\n", "regtools.overlay_slices(target_data, transformed, None, 2,\n", " \"Static\", \"Transformed\", \"transformed_trans_2.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we use the estimated translations as a starting point to optimize a rigid-body transform. A rigid-body transform is a transform that does not change the shape of the object. It allows only translations and rotations." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimizing level 2 [max iter: 10000]\n", "Optimizing level 1 [max iter: 1000]\n", "Optimizing level 0 [max iter: 100]\n" ] } ], "source": [ "transform = RigidTransform3D()\n", "params0 = None\n", "starting_affine = translation.affine\n", "rigid = affreg.optimize(target_data, source_data, transform, params0,\n", " target_affine, source_affine,\n", " starting_affine=starting_affine)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.9997, 0.018 , 0.0145, 12.0093],\n", " [ -0.0178, 0.9997, -0.0139, -2.1073],\n", " [ -0.0147, 0.0136, 0.9998, -8.046 ],\n", " [ 0. , 0. , 0. , 1. ]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rigid.affine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated rotations are very small, so they don't make much difference to the overlay of the image." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ppZck86XTxlesWNGSMsLJFKWU9MvJyUmZfTu6Jp/PizxYs2aNeI0dOHBAwt57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\n/+S4waOk2dqgAAAAAElFTkSuQmCC\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transformed = translation.transform(source_data)\n", "regtools.overlay_slices(target_data, transformed, None, 0,\n", " \"Static\", \"Transformed\", \"transformed_trans_0.png\")\n", "regtools.overlay_slices(target_data, transformed, None, 1,\n", " \"Static\", \"Transformed\", \"transformed_trans_1.png\")\n", "regtools.overlay_slices(target_data, transformed, None, 2,\n", " \"Static\", \"Transformed\", \"transformed_trans_2.png\")" ] } ], "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 }