{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "if not os.path.exists('../input'):\n", " !kaggle datasets download -d kmader/qbi-image-segmentation -wp fossil\n", " !mkdir ../input\n", " !mv fossil/kmader/qbi-image-segmentation/* ../input" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "98c5c6cc-6aa2-53c7-94cb-5a2b012b8d6b" }, "source": [ "Here we look at Fossil Data from the documentary shown [here](https://vimeo.com/208535479) password is qbi2017 \n", "\n", "An interactive video example [Video Instructions](http://people.ee.ethz.ch/~maderk/videos/DoesMyFossilHaveTeeth.swf)\n", "\n", "The steps are to\n", "\n", "- Load the data\n", "- Display each slice in every direction\n", "- Show a 3D isosurface plot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_cell_guid": "ecd3f37e-7949-10e0-c775-1e11813b4443" }, "outputs": [], "source": [ "import numpy as np # linear algebra\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "from skimage.util import montage as montage2d" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "_cell_guid": "621dbbbe-8071-2e42-64a9-6e2256572129" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading Fossil Data sized (250, 296, 349)\n" ] } ], "source": [ "fossil_path = '../input/Gut-PhilElvCropped.tif'\n", "fossil_data = imread(fossil_path)\n", "\n", "print('Loading Fossil Data sized {}'.format(fossil_data.shape))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "_cell_guid": "f7c4a081-7259-1592-70b6-bd6a18bf52c3" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Slice Histogram')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "slice_idx = int(fossil_data.shape[0]/2)\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (10, 5))\n", "\n", "ax1.imshow(fossil_data[slice_idx], cmap = 'bone')\n", "ax1.set_title('Axial Slices')\n", "_ = ax2.hist(fossil_data[slice_idx].ravel(), 20)\n", "ax2.set_title('Slice Histogram')" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "aece7f1d-a7f3-9ec4-2c2d-9523bc0b8b11" }, "source": [ "# Filtering\n", "Here we use a simple filter to clean up the data, a better one would preserve features" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "_cell_guid": "d4968782-1dd3-5589-fab7-e73fd0f28a7a" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Filtered Slice')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from scipy.ndimage.filters import median_filter\n", "# filter the data\n", "filter_fossil_data = median_filter(fossil_data, (3,3,3))\n", "\n", "# setup the plot\n", "slice_idx = int(fossil_data.shape[0]/2)\n", "test_slice = fossil_data[slice_idx]\n", "test_filt_slice = filter_fossil_data[slice_idx]\n", "# setup the default image arguments\n", "im_args = dict(cmap = 'bone', vmin = 50, vmax = 70)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (10, 5))\n", "ax1.imshow(test_slice, **im_args)\n", "ax1.set_title('Unfiltered Slice')\n", "_ = ax2.imshow(test_filt_slice, **im_args)\n", "ax2.set_title('Filtered Slice')" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "a165c869-48c2-0ee4-9036-1a40f8547566" }, "source": [ "# Showing Various Slices\n", "Here we show the axial, saggital and coronal slices through the 3D Volume" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "_cell_guid": "5ad24bd1-1264-efae-be1f-31ce7755dd16" }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 2367.5, 1999.5, -0.5)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "skip_border = 50\n", "skip_middle = 4\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (14, 5))\n", "ax1.imshow(montage2d(filter_fossil_data[skip_border:-skip_border:skip_middle]),**im_args)\n", "ax1.set_title('Axial Slices')\n", "ax1.axis('off')\n", "\n", "ax2.imshow(montage2d(filter_fossil_data.transpose(1,2,0)[skip_border:-skip_border:skip_middle]), **im_args)\n", "ax2.set_title('Saggital Slices')\n", "ax2.axis('off')\n", "\n", "ax3.imshow(montage2d(filter_fossil_data.transpose(2,0,1)[skip_border:-skip_border:skip_middle]), **im_args)\n", "ax3.set_title('Coronal Slices')\n", "ax3.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "5a41ff30-9701-f2de-3c22-4b58bc885614" }, "source": [ "# Apply Threshold\n", "Here we apply a threshold to the data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "_cell_guid": "c3057097-9c73-0cdc-697a-2a117a6809c5" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Slice with Threshold')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (10, 5))\n", "thresh_fossil_data = filter_fossil_data > 65\n", "thresh_slice = thresh_fossil_data[slice_idx]\n", "ax1.imshow(test_filt_slice, cmap = 'bone')\n", "ax1.set_title('Filtered Slices')\n", "_ = ax2.imshow(thresh_slice)\n", "ax2.set_title('Slice with Threshold')" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "7a7cdb61-d612-7e58-beca-a36a48718457" }, "source": [ "# Morphology\n", "Here we apply a closing operation to connect the nearby components" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "_cell_guid": "8b7d5474-eebf-a20a-3349-1e84d7b6bb17" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Slice After Closing')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.morphology import binary_closing, ball\n", "closed_fossil_data = binary_closing(thresh_fossil_data, ball(5))\n", "close_slice = closed_fossil_data[slice_idx]\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (10, 5))\n", "\n", "ax1.imshow(test_filt_slice, cmap = 'bone')\n", "ax1.set_title('Filtered Slices')\n", "_ = ax2.imshow(close_slice)\n", "ax2.set_title('Slice After Closing')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "_cell_guid": "3c0435c5-b03e-261a-ffb8-27f0489c945e" }, "outputs": [], "source": [ "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n", "from skimage import measure\n", "def show_3d_mesh(p, threshold):\n", " verts, faces, _, _ = measure.marching_cubes_lewiner(p, threshold)\n", "\n", " fig = plt.figure(figsize=(10, 10))\n", " ax = fig.add_subplot(111, projection='3d')\n", " mesh = Poly3DCollection(verts[faces], alpha=0.9, edgecolor='none', linewidth = 0.1)\n", " mesh.set_facecolor([.1, 1, .1])\n", " mesh.set_edgecolor([1, 0, 0])\n", " \n", " ax.add_collection3d(mesh)\n", "\n", " ax.set_xlim(0, p.shape[0])\n", " ax.set_ylim(0, p.shape[1])\n", " ax.set_zlim(0, p.shape[2])\n", " \n", " ax.view_init(45, 45)\n", " return fig" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "_cell_guid": "9773a55e-9bce-e064-b45d-feb68f579a78" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import zoom\n", "# we downsample the image to make 3d rendering quicker\n", "fossil_downscale = zoom(closed_fossil_data.astype(np.float32), 0.25)\n", "# now we display it with a nice mesh\n", "_ = show_3d_mesh(fossil_downscale, 0.5)" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "c3639790-2a23-e98f-9555-9b62202c3551" }, "source": [ "# Tasks\n", "\n", " 1. Adjust the threshold and angles to try and see the gut structure better\n", " 2. Improve the filters by using more advanced techniques and windows (bonus for non-local means)\n", " 3. Apply the same analysis to the teeth fossil data (teeth_fossil.tif)\n", " 4. Show the inside of the fossil and try to visualize different structures there" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fun Bonus\n", "You can use ipyvolume to interactively view the volume in the browser (a lower resolution version)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "_cell_guid": "c68c2a74-e7ad-03d8-8d85-419e72526b6d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mader/anaconda/envs/qbi2018/lib/python3.6/site-packages/ipyvolume/serialize.py:66: RuntimeWarning: invalid value encountered in true_divide\n", " gradient = gradient / np.sqrt(gradient[0]**2 + gradient[1]**2 + gradient[2]**2)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "29f19ce638b749bb8f3341a4074760b3", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type Figure.

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "Figure(camera_center=[0.0, 0.0, 0.0], data_max=1.3863095045089722, data_min=-0.3340931534767151, height=500, matrix_projection=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], matrix_world=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], style={'axes': {'visible': True, 'label': {'color': 'black'}, 'ticklabel': {'color': 'black'}, 'color': 'black'}, 'box': {'visible': True}, 'background-color': 'white'}, tf=TransferFunctionWidgetJs3(level3=0.9), volume_data=array([[[-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n", " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n", " -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n", " [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n", " -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n", " ...,\n", " [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n", " 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0.00000000e+00]]],\n", " dtype=float32), width=400, xlim=[0.0, 1.0], ylim=[0.0, 1.0], zlim=[0.0, 1.0])" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import ipyvolume as p3\n", "p3.volshow(fossil_downscale)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "_change_revision": 0, "_is_fork": false, "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": "3.6.4" }, "nteract": { "version": "0.8.4" } }, "nbformat": 4, "nbformat_minor": 1 }