{ "metadata": { "name": "", "signature": "sha256:7c940c6c1c699a806f2c381d8d3356e0fee3c3e7a6e8563f821f59659e98d816" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# Compatibility with Python 3\n", "from __future__ import print_function # print('me') instead of print 'me'\n", "from __future__ import division # 1/2 == 0.5, not 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Show figures inside the notebook\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np # Python array library\n", "import matplotlib.pyplot as plt # Python plotting library" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The major arteries in a T1 MRI image often have high signal (white when displaying in grayscale).\n", "\n", "Our task is to see if we can pick out the courses of the [vertebral, basilar](http://en.wikipedia.org/wiki/Vertebral_artery#mediaviewer/File:Vertebral_artery_3D_AP.jpg) and [carotid](http://en.wikipedia.org/wiki/Internal_carotid_artery#mediaviewer/File:Magnetic_resonance_angiogram_of_segments_of_the_internal_carotid_artery.jpg) arteries on this image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time we are going to load an image using the `nibabel` library. The image is `ds107_sub001_highres.nii` in the same directory as this notebook." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as nib" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try loading the image using nibabel, to make an image object. Use tab completion on `nib.` or look at the the [day0 introduction notebook](http://nbviewer.ipython.org/github/practical-neuroimaging/pna2015/blob/master/day0/what_is_an_image.ipynb) to work out how to do this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# img = ?\n", "img = nib.load('ds107_sub001_highres.nii')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now get the image array data from the nibabel image object. Don't forget to use tab completion on the image object if you can remember or don't know the methods of the object." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# data = ?\n", "data = img.get_data()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try plotting a few slices over the third dimension to see whether you can see the arteries. For example, to plot the first slice over the third dimension, you might use:\n", "\n", "`plt.imshow(data[:, :, 0], cmap='gray')`\n", "\n", "\n", "where `data` is your image array data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Plotting some slices over the third dimension\n", "plt.imshow(data[:, :, 30], cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FREfdKRSmJaGthOFwiH6/P5J61NuZcRSz7oHnDAaDSKVSSKVSiMViYj0AkBk6HA4jHA6L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\nXQdNlrKdy+/3o1aroVgsytL0ZPLF43Fks1ns7Oz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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now try looking for a good threshold so that you pick up only the very high signal in the brain. A good place to start is to use ``plt.hist`` to get an idea of the spread of values within the volume and within the slice." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Here you might try plt.hist or something else to find a threshold\n", "data_1d = data.ravel()\n", "plt.hist(data_1d, bins=100)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "(array([ 9.07693900e+06, 5.94343000e+05, 1.58396000e+05,\n", " 9.88360000e+04, 7.72150000e+04, 6.64160000e+04,\n", " 6.05390000e+04, 5.78870000e+04, 5.65420000e+04,\n", " 5.73010000e+04, 6.05080000e+04, 6.58860000e+04,\n", " 7.28520000e+04, 8.12560000e+04, 9.34790000e+04,\n", " 1.15716000e+05, 1.32776000e+05, 1.92791000e+05,\n", " 2.06473000e+05, 1.84949000e+05, 1.62487000e+05,\n", " 1.50438000e+05, 1.45475000e+05, 1.60722000e+05,\n", " 1.62927000e+05, 9.66320000e+04, 4.06470000e+04,\n", " 2.15860000e+04, 1.70360000e+04, 1.47190000e+04,\n", " 1.33950000e+04, 1.20860000e+04, 1.09790000e+04,\n", " 8.78700000e+03, 8.97700000e+03, 8.11100000e+03,\n", " 7.28600000e+03, 6.07200000e+03, 5.23400000e+03,\n", " 4.18300000e+03, 3.29000000e+03, 2.42700000e+03,\n", " 1.67800000e+03, 1.22900000e+03, 9.34000000e+02,\n", " 5.99000000e+02, 4.48000000e+02, 3.58000000e+02,\n", " 2.86000000e+02, 2.11000000e+02, 1.95000000e+02,\n", " 1.84000000e+02, 1.45000000e+02, 1.54000000e+02,\n", " 1.31000000e+02, 1.38000000e+02, 1.42000000e+02,\n", " 1.21000000e+02, 1.00000000e+02, 1.08000000e+02,\n", " 1.06000000e+02, 1.04000000e+02, 1.09000000e+02,\n", " 9.80000000e+01, 9.00000000e+01, 6.10000000e+01,\n", " 6.60000000e+01, 5.30000000e+01, 4.60000000e+01,\n", " 4.10000000e+01, 4.40000000e+01, 3.50000000e+01,\n", " 3.10000000e+01, 2.40000000e+01, 3.10000000e+01,\n", " 2.30000000e+01, 2.40000000e+01, 2.10000000e+01,\n", " 2.80000000e+01, 1.40000000e+01, 1.20000000e+01,\n", " 1.40000000e+01, 1.30000000e+01, 9.00000000e+00,\n", " 3.00000000e+00, 7.00000000e+00, 1.00000000e+01,\n", " 5.00000000e+00, 3.00000000e+00, 5.00000000e+00,\n", " 7.00000000e+00, 1.00000000e+00, 2.00000000e+00,\n", " 5.00000000e+00, 2.00000000e+00, 1.00000000e+00,\n", " 4.00000000e+00, 0.00000000e+00, 2.00000000e+00,\n", " 1.00000000e+00]),\n", " array([ 0. , 7.94, 15.88, 23.82, 31.76, 39.7 , 47.64,\n", " 55.58, 63.52, 71.46, 79.4 , 87.34, 95.28, 103.22,\n", " 111.16, 119.1 , 127.04, 134.98, 142.92, 150.86, 158.8 ,\n", " 166.74, 174.68, 182.62, 190.56, 198.5 , 206.44, 214.38,\n", " 222.32, 230.26, 238.2 , 246.14, 254.08, 262.02, 269.96,\n", " 277.9 , 285.84, 293.78, 301.72, 309.66, 317.6 , 325.54,\n", " 333.48, 341.42, 349.36, 357.3 , 365.24, 373.18, 381.12,\n", " 389.06, 397. , 404.94, 412.88, 420.82, 428.76, 436.7 ,\n", " 444.64, 452.58, 460.52, 468.46, 476.4 , 484.34, 492.28,\n", " 500.22, 508.16, 516.1 , 524.04, 531.98, 539.92, 547.86,\n", " 555.8 , 563.74, 571.68, 579.62, 587.56, 595.5 , 603.44,\n", " 611.38, 619.32, 627.26, 635.2 , 643.14, 651.08, 659.02,\n", " 666.96, 674.9 , 682.84, 690.78, 698.72, 706.66, 714.6 ,\n", " 722.54, 730.48, 738.42, 746.36, 754.3 , 762.24, 770.18,\n", " 778.12, 786.06, 794. ]),\n", " )" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try making a binarized image with your threshold and displaying slices with that. What structures are you picking up?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Maybe display some slices from the data binarized with a threshold\n", "threshold = 300\n", "binarized_data = data > threshold\n", "plt.imshow(binarized_data[:, :, 30], cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now try taking a 3D subvolume out of the middle of the image (the approximate middle in all three axes) to pick out a good subvolume of the image that still contains the big arteries." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a smaller 3D subvolume from the image data that still contains the arteries\n", "subvolume = data[90:-90, 90:-90, 10:130]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try binarizing that with some thresholds to see whether you can pick out the arteries without much other stuff. Hint - you might consider using `np.percentile` or `plt.hist` to find a good threshold." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Try a few plots of binarized slices and other stuff to find a good threshold\n", "pct_99 = np.percentile(subvolume, 99)\n", "binarized_subvolume = subvolume > pct_99\n", "plt.imshow(binarized_subvolume[:, :, 20], cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have a good threshold and a good binarized subset, see if you can see the arterial structure using the fancy function to plot the binarized image with a 3D rendering." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# This function uses matplotlib 3D plotting and sckit-image for rendering\n", "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n", "from skimage import measure\n", "\n", "def binarized_surface(binary_array):\n", " \"\"\" Do a 3D plot of the surfaces in a binarized image\n", " \n", " This uses scikit-image and some fancy commands that we don't\n", " need to worry about at the moment, to do the plot.\n", " \"\"\"\n", " verts, faces = measure.marching_cubes(binary_array, 0)\n", " fig = plt.figure(figsize=(10, 12))\n", " ax = fig.add_subplot(111, projection='3d')\n", "\n", " # Fancy indexing: `verts[faces]` to generate a collection of triangles\n", " mesh = Poly3DCollection(verts[faces], linewidths=0, alpha=0.5)\n", " ax.add_collection3d(mesh)\n", " ax.set_xlim(0, binary_array.shape[0])\n", " ax.set_ylim(0, binary_array.shape[1])\n", " ax.set_zlim(0, binary_array.shape[2])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, let's say you have a binarized subvolume of the original data called ``binarized_subvolume``. You could do a 3D rendering of this binary image with:\n", "\n", "`binarized_surface(binarized_subvolume)`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "binarized_surface(binarized_subvolume)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XGgvy+ok+UUrdDLMvnaKRgwjySY6+UYSHiAz9tJ2nUqmu24tbhKcTQRTuRhX/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M7OOGIxZfgiIZQiryeZ1Ni2TWLyZGDrVo5ruHgCe/dK/Pu/x3DffYzEYH6RgpSO8YNhSjVAc71K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09kMrc3D7klIiHo8jFoshlUqhWq3iAx/4AMIwxLe//W1cfvnlmDp16j6//ujRozE6cvhMp9OY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VnaNrVBae0y1O7k8yzI26P1GgYlpdv24Ij6smWV76Gj2QKM5TybCBNZSil87WtfwxlnnIEP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\nbjrccZAY5jWZi7tGQPWREFclp1arwbJsjc+LkRiuuUwmg7+/P2bOn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