diff --git a/smaller_bounding_box.ipynb b/smaller_bounding_box.ipynb new file mode 100644 index 0000000..ee5d6fa --- /dev/null +++ b/smaller_bounding_box.ipynb @@ -0,0 +1,378 @@ +{ + "metadata": { + "name": "smaller_bounding_box" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n", + "For more information, type 'help(pylab)'.\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import os\n", + "MNI_PATH = 'mni_icbm152_nlin_asym_09a'\n", + "os.listdir(MNI_PATH)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "['mni_icbm152_csf_tal_nlin_asym_09a.nii',\n", + " 'mni_icbm152_gm_tal_nlin_asym_09a.nii',\n", + " 'mni_icbm152_pd_tal_nlin_asym_09a.nii',\n", + " 'mni_icbm152_t1_tal_nlin_asym_09a.nii',\n", + " 'mni_icbm152_t1_tal_nlin_asym_09a_eye_mask.nii',\n", + " 'mni_icbm152_t1_tal_nlin_asym_09a_face_mask.nii',\n", + " 'mni_icbm152_t1_tal_nlin_asym_09a_mask.nii',\n", + " 'mni_icbm152_t2_tal_nlin_asym_09a.nii',\n", + " 'mni_icbm152_wm_tal_nlin_asym_09a.nii']" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "t1_fname = os.path.join(MNI_PATH, 'mni_icbm152_t1_tal_nlin_asym_09a.nii')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import antsutils" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import nipy\n", + "import nipy.core.api as nca\n", + "import nipy.algorithms.resample as nar" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/Users/mb312/usr/local/lib/python2.6/site-packages/nose-1.1.3.dev-py2.6.egg/nose/plugins/manager.py:405: UserWarning: Module nipy was already imported from /Users/mb312/usr/local/lib/python2.6/site-packages/nipy/__init__.pyc, but /Library/Frameworks/Python.framework/Versions/2.6/lib/python2.6/site-packages is being added to sys.path\n", + " import pkg_resources\n" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "bb = [[-78, 78], [-112, 76], [-50, 85]] # SPM default\n", + "vox = [2, 2, 2]\n", + "out_shape, out_affine = antsutils.bb2imgdef(bb, vox)\n", + "out_shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "(79, 95, 69)" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Resample to the desired bounding box" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "out_cmap = nca.vox2mni(out_affine)\n", + "inter_map = np.eye(4)\n", + "big_template = nipy.load_image(t1_fname)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "small_template = nar.resample(big_template, out_cmap, inter_map, out_shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "small_template.shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + 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7trGxYTs7O2E2PDk5ORfhwt0rFAo2Pz9vV65csZWVFZufnw+iOdfH+DmfZ/Ea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\n5+rqYWZ7Oi4FiEVU2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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "big_to_small = nca.compose(small_template.coordmap.inverse(), big_template.coordmap)\n", + "big_to_small" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "AffineTransform(\n", + " function_domain=CoordinateSystem(coord_names=('i', 'j', 'k'), name='voxels', coord_dtype=float64),\n", + " function_range=CoordinateSystem(coord_names=('i', 'j', 'k'), name='voxels', coord_dtype=float64),\n", + " affine=array([[ -0.5, 0. , 0. , 88. ],\n", + " [ 0. , 0.5, 0. , -11. ],\n", + " [ 0. , 0. , 0.5, -11. ],\n", + " [ 0. , 0. , 0. , 1. ]])\n", + ")" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which slice corresponds to 90 in the small template?" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "big_to_small([0, 0, 90])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 14, + "text": [ + "array([ 88., -11., 34.])" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.imshow(small_template.get_data()[:, :, 34], cmap=\"gray\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + }, + { + "output_type": "display_data", + "png": 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yKo0x25ABFdsjVkm24QyRisXdCJl/RKBERiVmq0nPvsoYFdvtLE/fe/Kpon/0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xafOXOm9EENDAyUvyPjoeDIR+ITRf8BAcrpsy/MViX7DU0ynvygdwqt74JvdTxGnZ+EkT71V6BD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\nDqYorK9vPPBRrGZtb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