{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train_masks.csv.zip: Downloaded 749KB of 749KB\n", "sample_submission.csv.zip: Downloaded 6KB of 6KB\n", "test.zip: Downloaded 1GB of 1GB1GB\n", "train.zip: Downloaded 1GB of 1GB1GB\n" ] } ], "source": [ "import os\n", "if not os.path.exists('../input'):\n", " !kaggle competitions download -c ultrasound-nerve-segmentation -wp nerve\n", " !mkdir ../input\n", " !mv nerve/ultrasound-nerve-segmentation/* ../input\n", " !cd ../input; ls *.zip|awk -F'.zip' '{print \"unzip \"$0\" -d \"$1}'|sh > null\n", " !mkdir ../input/csvs\n", " !mv ../input/*.csv ../input/csvs\n", " !mv ../input/csvs/*/*.csv ../input/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is the starting point for processing ultrasound nerve segmentation data from Kaggle" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "import glob\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "IMAGE_DIR = '../input/train/train/'\n", "# functions copied from https://www.kaggle.com/chefele/ultrasound-nerve-segmentation/animated-images-with-outlined-nerve-area\n", "def to_mask_path(f_image):\n", " # Convert an image file path into a corresponding mask file path \n", " dirname, basename = os.path.split(f_image)\n", " maskname = basename.replace(\".tif\", \"_mask.tif\")\n", " return os.path.join(dirname, maskname)\n", "def get_patient_images(patient):\n", " # Return a dict of patient images, i.e. dict[filepath]\n", " f_path = IMAGE_DIR + '%i_*.tif' % patient \n", " f_ultrasounds = [f for f in glob.glob(f_path) if 'mask' not in f]\n", " images = {os.path.basename(f): (imread(f), imread(to_mask_path(f))>0) for f in f_ultrasounds}\n", " return images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load and Preview Images" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "image_dict = get_patient_images(patient=41)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Segmented Nerve')" ] }, "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", "us_image, us_mask = image_dict['41_40.tif']\n", "fig, (ax1, ax2 ,ax3) = plt.subplots(1,3, figsize = (14,4))\n", "ax1.imshow(us_image)\n", "ax1.set_title('Ultrasound Image')\n", "ax2.hist(us_image.ravel())\n", "ax2.set_title('Ultrasound Intensity Distribution')\n", "ax3.imshow(us_mask, cmap = 'bone')\n", "ax3.set_title('Segmented Nerve')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Just focus on the nerve\n", "Show the segmentation of the nerve and the intensity inside that region" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Ultrasound Intensity Distribution')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize = (10,10))\n", "ax1.imshow(us_image)\n", "ax1.set_title('Ultrasound Image')\n", "counts, bins, _ = ax2.hist(us_image.ravel())\n", "ax2.set_title('Ultrasound Intensity Distribution')\n", "ax3.imshow(us_image*us_mask)\n", "ax3.set_title('Segmented Nerve Image')\n", "ax4.hist(us_image[us_mask], bins = bins) # use the same bins again\n", "ax4.set_title('Ultrasound Intensity Distribution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple Segmentation\n", "We see too peaks in this histogram, lets try segmenting between them" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Segmented Nerve')" ] }, "execution_count": 10, "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 ,ax3) = plt.subplots(1,3, figsize = (14,4))\n", "ax1.imshow(us_image)\n", "ax1.set_title('Ultrasound Image')\n", "ax2.imshow(us_image>210)\n", "ax2.set_title('Test Segmentation')\n", "ax3.imshow(us_mask, cmap = 'bone')\n", "ax3.set_title('Segmented Nerve')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Scoring the Result\n", "We can use the ROC curve to score the result and see how accurately we classified the images" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import roc_curve, auc # roc curve tools\n", "ground_truth_labels = us_mask.ravel() # we want to make them into vectors\n", "score_value = us_image.ravel()/255.0 # we want to make them into vectors\n", "fpr, tpr, _ = roc_curve(ground_truth_labels,score_value)\n", "roc_auc = auc(fpr,tpr)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig, ax = plt.subplots(1,1)\n", "ax.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % roc_auc)\n", "ax.plot([0, 1], [0, 1], 'k--')\n", "ax.set_xlim([0.0, 1.0])\n", "ax.set_ylim([0.0, 1.05])\n", "ax.set_xlabel('False Positive Rate')\n", "ax.set_ylabel('True Positive Rate')\n", "ax.set_title('Receiver operating characteristic example')\n", "ax.legend(loc=\"lower right\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Filter\n", "Here we apply a gaussian filter and see how the performance changes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from skimage.filters import gaussian\n", "gus_image = gaussian(us_image/255,sigma = 25)*255\n", "fig, (ax1, ax2 ,ax3) = plt.subplots(1,3, figsize = (14,4))\n", "ax1.imshow(gus_image)\n", "ax1.set_title('Gaussian Filtered Image')\n", "ax2.imshow(gus_image>120)\n", "ax2.set_title('Test Segmentation')\n", "ax3.imshow(us_mask, cmap = 'bone')\n", "ax3.set_title('Segmented Nerve')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ground_truth_labels = us_mask.ravel() # we want to make them into vectors\n", "score_value = gus_image.ravel()/255.0 # we want to make them into vectors\n", "fpr_gus, tpr_gus, _ = roc_curve(ground_truth_labels,score_value)\n", "roc_auc_gus = auc(fpr_gus,tpr_gus)\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(fpr, tpr, label='Raw ROC curve (area = %0.2f)' % roc_auc)\n", "ax.plot(fpr_gus, tpr_gus, label='Gaussian ROC curve (area = %0.2f)' % roc_auc_gus)\n", "ax.plot([0, 1], [0, 1], 'k--')\n", "ax.set_xlim([0.0, 1.0])\n", "ax.set_ylim([0.0, 1.05])\n", "ax.set_xlabel('False Positive Rate')\n", "ax.set_ylabel('True Positive Rate')\n", "ax.set_title('Receiver operating characteristic example')\n", "ax.legend(loc=\"lower right\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tasks \n", "\n", " 1. How can you improve filtering in this analysis?\n", " - Which filter elements might improve the area under the ROC?\n", " 3. Try making workflows to test out a few different filters\n", " - Where might morphological operations fit in?\n", " - How can you make them part of this workflow as well?\n", " 6. (Challenge) Try and use the optimize toolbox of scipy with the fmin\n", " function (from scipy.optimize import fmin) to find the optimum\n", " parameters for the highers area (hint: fmin finds the minimum value)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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" } }, "nbformat": 4, "nbformat_minor": 1 }