{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ETHZ: 227-0966-00L\n", "# Quantitative Big Imaging\n", "# March 8, 2018\n", "\n", "## Basic Segmentation and Discrete Binary Structures\n", "### Part 2" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A Machine Learning Approach to Image Processing\n", "\n", "Segmentation and all the steps leading up to it are really a specialized type of learning problem. Let's look at an important problem for self-driving cars. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "from skimage.color import rgb2gray\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "road_rgb = imread(\"../common/data/road_image.jpg\")[::2, ::2]\n", "road_seg = rgb2gray(imread(\"../common/data/road_image_seg_bw.jpg\"))[::2, ::2]\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4), dpi = 150)\n", "ax1.imshow(road_rgb)\n", "ax2.imshow(road_seg, cmap = 'hot')\n", "ax1.axis('off')\n", "ax2.axis('off')\n", "ax1.set_title('Image')\n", "ax2.set_title('Road Lines');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We want to identify which class each pixel belongs to.\n", "What does identify mean?\n", "- Classify the pixels in the street lines as _Foreground_\n", "- Classify the pixels outside of the street lines as _Background_" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# How do we quantify this?\n", "\n", "- __True Positive__ values in the street lines that are classified as _Foreground_\n", "- __True Negative__ values outside the street lines that are classified as _Background_\n", "- __False Positive__ values outside the street lines that are classified as _Foreground_\n", "- __False Negative__ values in the street lines that are classified as _Background_\n", "\n", "We can then apply a threshold to the image to determine the number of points in each category\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize = (12, 4), dpi = 150)\n", "ax1.imshow(road_rgb)\n", "thresh_img = rgb2gray(road_rgb)>0.5\n", "ax2.imshow(thresh_img, cmap = 'hot')\n", "ax3.imshow(road_seg, cmap = 'hot')\n", "ax1.axis('off')\n", "ax2.axis('off')\n", "ax3.axis('off')\n", "ax1.set_title('Image')\n", "ax2.set_title('Threshold')\n", "ax3.set_title('Road Lines');" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'True Negative': 53706, 'False Positive': 9857, 'False Negative': 125, 'True Positive': 173}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def tp_func(real_img_idx, pred_img_idx):\n", " if real_img_idx==1 and pred_img_idx==1:\n", " return 'True Positive'\n", " if real_img_idx==0 and pred_img_idx==0:\n", " return 'True Negative'\n", " if real_img_idx==0 and pred_img_idx==1:\n", " return 'False Positive'\n", " if real_img_idx==1 and pred_img_idx==0:\n", " return 'False Negative'\n", "out_results = {}\n", "fig, m_ax = plt.subplots(2, 2, figsize = (8, 8), dpi = 150)\n", "for real_img_idx, n_ax in zip([0, 1], m_ax):\n", " for pred_img_idx, c_ax in zip([0, 1], n_ax):\n", " match_img = (thresh_img==pred_img_idx) & (road_seg == real_img_idx)\n", " tp_title = tp_func(real_img_idx, pred_img_idx)\n", " c_ax.matshow(match_img, cmap = 'hot')\n", " out_results[tp_title] = np.sum(match_img)\n", " c_ax.set_title(tp_title)\n", " c_ax.axis('off')\n", "print(out_results)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Apply Precision and Recall\n", "\n", "\n", "- __Recall__ (sensitivity)= $TP/(TP+FN)$\n", "- __Precision__ = $TP/(TP+FP)$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Recall: 0.58\n", "Precision: 0.02\n" ] } ], "source": [ "print('Recall: %2.2f' % (out_results['True Positive'] / (out_results['True Positive']+out_results['False Negative'])))\n", "print('Precision: %2.2f' % (out_results['True Positive'] / (out_results['True Positive']+out_results['False Positive'])))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### ROC Curve \n", "Reciever Operating Characteristic (first developed for WW2 soldiers detecting objects in battlefields using radar). The ideal is the top-right (identify everything and miss nothing). As we saw before, for a single threshold value 0.5, we were able to compute a single recall and precision. If we want to make an ROC curve we take a number of threshold values" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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PrecisionRecallThreshold
00.0063740.9966440.100000
10.0066530.9966440.116327
20.0068990.9899330.132653
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" ], "text/plain": [ " Precision Recall Threshold\n", "0 0.006374 0.996644 0.100000\n", "1 0.006653 0.996644 0.116327\n", "2 0.006899 0.989933 0.132653" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "out_vals = []\n", "for thresh_val in np.linspace(0.1, 0.9):\n", " thresh_img = rgb2gray(road_rgb)>thresh_val\n", " for real_img_idx in [0, 1]:\n", " for pred_img_idx in [0, 1]:\n", " match_img = (thresh_img==pred_img_idx) & (road_seg == real_img_idx)\n", " tp_title = tp_func(real_img_idx, pred_img_idx)\n", " out_results[tp_title] = np.sum(match_img)\n", " out_vals += [\n", " dict(\n", " Threshold = thresh_val,\n", " Recall = out_results['True Positive'] / (out_results['True Positive']+out_results['False Negative']),\n", " Precision = (out_results['True Positive'] / (out_results['True Positive']+out_results['False Positive']))\n", " )]\n", "\n", "roc_df = pd.DataFrame(out_vals)\n", "roc_df.head(3)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, dpi = 200)\n", "ax1.plot(roc_df['Recall'], roc_df['Precision'], 'b.-', label = 'ROC Curve')\n", "ax1.plot(1.0, 1.0, 'r+', markersize = 20, label = 'Ideal')\n", "ax1.set_xlim(0, 1.1)\n", "ax1.set_ylim(0, 1.1)\n", "ax1.set_xlabel('Recall')\n", "ax1.set_ylabel('Precision')\n", "ax1.legend(loc = 2);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Making ROC Curves Easier\n", "ROC curves are a very common tool for analyzing the performance of binary classification systems and there are a large number of tools which can automatically make them. Here we show how it is done with scikit-image. \n", "\n", "Another way of showing the ROC curve (more common for machine learning rather than medical diagnosis) is using the True positive rate and False positive rate\n", "\n", "- __True Positive Rate__ (recall)= $TP/(TP+FN)$\n", "- __False Positive Rate__ = $FP/(FP+TN)$\n", "\n", "These show very similar information with the major difference being the goal is to be in the upper left-hand corner. Additionally random guesses can be shown as the slope 1 line. Therefore for a system to be useful it must lie above the random line." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import roc_curve\n", "fpr, tpr, thresholds = roc_curve(road_seg.ravel().astype(int) , \n", " rgb2gray(road_rgb).ravel())\n", "\n", "fig, ax1 = plt.subplots(1, 1, dpi = 200)\n", "ax1.plot(fpr, tpr, 'b.-', markersize = 0.01, label = 'ROC Curve')\n", "ax1.plot(0.0, 1.0, 'r+', markersize = 20, label = 'Ideal')\n", "ax1.plot([0, 1], [0,1], 'g-', label = 'Random Guessing')\n", "ax1.set_xlim(-0.1, 1.1)\n", "ax1.set_ylim(-0.1, 1.1)\n", "ax1.set_xlabel('False Positive Rate')\n", "ax1.set_ylabel('True Positive Rate')\n", "ax1.legend(loc = 0);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mader/anaconda/envs/qbi2018/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", " .format(dtypeobj_in, dtypeobj_out))\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filters import gaussian, median\n", "\n", "def no_filter(x):\n", " return x\n", "\n", "def gaussian_filter(x):\n", " return gaussian(x, sigma = 2)\n", "\n", "def diff_of_gaussian_filter(x):\n", " return gaussian(x, sigma = 1)-gaussian(x, sigma = 3)\n", "\n", "def median_filter(x):\n", " return median(x, np.ones((3,3)))\n", "\n", "fig, m_axs = plt.subplots(1, 5, figsize = (15, 3), dpi = 200)\n", "m_axs[0].imshow(road_seg)\n", "for c_filt, c_ax in zip([no_filter, gaussian_filter, diff_of_gaussian_filter, median_filter], m_axs[1:]):\n", " c_ax.imshow(c_filt(rgb2gray(road_rgb)), cmap = 'bone')\n", " c_ax.set_title(c_filt.__name__)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mader/anaconda/envs/qbi2018/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", " .format(dtypeobj_in, dtypeobj_out))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, dpi = 200)\n", "for c_filt in [no_filter, gaussian_filter, diff_of_gaussian_filter, median_filter]:\n", " fpr, tpr, thresholds = roc_curve(road_seg.ravel().astype(int) , \n", " c_filt(rgb2gray(road_rgb)).ravel())\n", " ax1.plot(fpr, tpr, '-', markersize = 0.01, label = 'ROC Curve ({})'.format(c_filt.__name__))\n", "\n", "ax1.plot(0.0, 1.0, 'r+', markersize = 20, label = 'Ideal')\n", "ax1.plot([0, 1], [0,1], 'k-', label = 'Random Guessing')\n", "ax1.set_xlim(-0.1, 1.1)\n", "ax1.set_ylim(-0.1, 1.1)\n", "ax1.set_xlabel('False Positive Rate')\n", "ax1.set_ylabel('True Positive Rate')\n", "ax1.legend(loc = 0);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We can then use this ROC curve to compare different filters (or even entire workflows), if the area is higher the approach is better.\n", "\n", "Different approaches can be compared by area under the curve" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "no_filter - 0.80\n", "gaussian_filter - 0.75\n", "diff_of_gaussian_filter - 0.87\n", "median_filter - 0.75\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/mader/anaconda/envs/qbi2018/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", " .format(dtypeobj_in, dtypeobj_out))\n" ] } ], "source": [ "from sklearn.metrics import roc_auc_score\n", "for c_filt in [no_filter, gaussian_filter, diff_of_gaussian_filter, median_filter]:\n", " print('%s - %2.2f' % (c_filt.__name__, roc_auc_score(road_seg.ravel().astype(int) , \n", " c_filt(rgb2gray(road_rgb)).ravel())))\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Evaluating Models\n", "\n", "- https://github.com/jvns/talks/blob/master/pydatanyc2014/slides.md\n", "- http://mathbabe.org/2012/03/06/the-value-added-teacher-model-sucks/" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Multiple Phases: Segmenting Shale\n", "\n", "- Shale provided from Kanitpanyacharoen, W. (2012). Synchrotron X-ray Applications Toward an Understanding of Elastic Anisotropy.\n", "\n", "- Here we have a shale sample measured with X-ray tomography with three different phases inside (clay, rock, and air).\n", "- The model is that because the chemical composition and density of each phase is different they will absorb different amounts of x-rays and appear as different brightnesses in the image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "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.io import imread\n", "from skimage.color import rgb2gray\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "shale_img = imread(\"ext-figures/ShaleSample.jpg\")/255.0\n", "fig, ax1 = plt.subplots(1, 1, dpi = 200)\n", "ax1.imshow(shale_img, cmap = 'bone')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Ideally we would derive 3 values for the thresholds based on a model for the composition of each phase and how much it absorbs, but that is not always possible or practical.\n", "- While there are 3 phases clearly visible in the image, the histogram is less telling (even after being re-scaled)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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mIyfZtGNM3wJuPt2iJEmT45mxktQ5g16SOudFzTRzngAmTZcjeknqnEEvSZ0z6CWpcwa9JHXOL2PPEp4BK+lUGfRnMMNd0iQY9GcAA/1VHmopTZ5z9JLUOUf0OmOd7H86jvSltTHo15FTNOvHKSDpVQa9zjqGuLQ2Bv2UOYqXNGsG/RQY7uvH0b20OoNe3fADVhpvKkGf5EPALwLnAJ+sqlun8T5nEkPmzDXk6J1TOcJnyP8m/B+HzgQTD/ok5wC/BPwosAR8OcmBqnpy0u+1XgxxrWbI34ihr1mZxoj+SmCxqp4BSPIZYCdw1ga9+rTWcF4PQ97vZP8TGdJ+OvX44XT2mkbQbwIOrVhfAn5gCu8DDPtDfy2n8hzpdJ3O39rJnrvW9iHTTadiGu835ENmrVNpa339SVrvD9BU1WRfMLke+OtV9bfa+k8CV1bVR4/rtwfY01bfCXx9ooVM14XAH866iDOM++RE7pMTuU9OdDr75Huram61TtMY0S8BW1asbwYOH9+pqvYB+6bw/lOXZKGq5mddx5nEfXIi98mJ3CcnWo99Mo2Lmn0Z2JbksiTnAjcAB6bwPpKkASY+oq+qV5L8DPDbjA6v/FRVPTHp95EkDTOV4+ir6j7gvmm89hnirJxymjL3yYncJydyn5xo6vtk4l/GSpLOLN54RJI6Z9CfRJIPJfl6ksUke8dsvyXJk0keS3IwyffOos71tNo+WdHvw0kqSfdHVwzZJ0l+vP2tPJHk19a7xvU24N/OpUkeSPLV9u/n6lnUuZ6SfCrJkSSPn2R7ktze9tljSa6YaAFV5c9xP4y+RP4G8H3AucDvAu8+rs+PAG9uyz8NfHbWdc96n7R+bwW+BDwEzM+67lnvE2Ab8FXgvLZ+0azrPgP2yT7gp9vyu4FnZ133OuyXHwKuAB4/yfargd8EAmwHHp7k+zuiH+87l3Goqj8Bjl3G4Tuq6oGqermtPsTofIGerbpPmn8G/Avg2+tZ3IwM2Sd/G/ilqnoRoKqOrHON623IPingbW357Yw5z6Y3VfUl4Fuv0WUncFeNPARsTHLJpN7foB9v3GUcNr1G/92MPo17tuo+SfI+YEtVfX49C5uhIX8n3w98f5L/nuShdmXXng3ZJ/8Y+IkkS4yOzvsoWmvmrInXox8vY9rGHp6U5CeAeeCvTbWi2XvNfZLku4DbgJ9ar4LOAEP+TjYwmr75YUb/6/uvSd5TVS9NubZZGbJPPgL8clX96yQ/CPxK2yd/Pv3yzliDM+dUOKIfb9BlHJJ8EPhHwLVV9cfrVNusrLZP3gq8B3gwybOM5hkPdP6F7JC/kyXg3qr606r6fUbXdNq2TvXNwpB9shu4G6Cqfgd4E6PrvbyeDcqcU2XQj7fqZRzaNMW/ZxTyvc+7wir7pKqOVtWFVbW1qrYy+t7i2qpamE2562LI5T7+M6Mv7klyIaOpnGfWtcr1NWSfPAfsAEjyLkZBv7yuVZ55DgA3tqNvtgNHq+r5Sb24Uzdj1Eku45DknwILVXUA+JfA9wC/ngTguaq6dmZFT9nAffK6MnCf/DbwY0meBP4M+HtV9c3ZVT1dA/fJLwD/IcnPM5qe+Klqh570KsmnGU3fXdi+m/g48AaAqvp3jL6ruBpYBF4Gbpro+3e+fyXpdc+pG0nqnEEvSZ0z6CWpcwa9JHXOoJekzhn0ktQ5g16SOmfQS1Ln/j+n5nXexwjHwAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(shale_img.ravel(), 100);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Multiple Segmentations\n", "\n", "For this exercise we choose arbitrarily 3 ranges for the different phases and perform visual inspection\n", "\n", "The relation can explicitly be written out as\n", "$$ I(x) = \n", "\\begin{cases}\n", "\\text{Void}, & 0 \\leq x \\leq 0.3 \\\\\n", "\\text{Clay}, & 0.3 < x \\leq 0.5 \\\\\n", "\\text{Rock}, & 0.5 < x\n", "\\end{cases}$$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(1, 4, dpi = 200, figsize = (6, 3))\n", "m_axs[0].imshow(shale_img, cmap = 'bone')\n", "m_axs[0].set_title('Shale Image')\n", "used_vox = np.zeros_like(shale_img).astype(np.uint8)\n", "for c_ax, c_max, c_title in zip(m_axs[1:], [0.3, 0.5, 1.0], ['Void', 'Clay', 'Rock']):\n", " c_slice = (shale_img thresh\n", "```\n", "\n", "A more complicated threshold: \n", "```\n", "thresh_img = (gray_img > thresh_a) & (gray_img > thresh_b)\n", "```\n", "\n", "### Python (numpy)\n", "```python\n", "thresh_img = gray_img > thresh\n", "```\n", "\n", "### Python\n", "```python\n", "thresh_img = map(lambda gray_val: gray_val>thresh,\n", " gray_img)\n", "```\n", "\n", "***\n", "\n", "### Java\n", "```java\n", "boolean[] thresh_img = new boolean[x_size*y_size*z_size];\n", "for(int x=x_min;xthresh;\n", " }\n", "```\n", " \n", "### In C/C++\n", "\n", "```c\n", "bool* thresh_img = malloc(x_size*y_size*z_size * sizeof (bool));\n", "\n", "for(int x=x_min;xthresh;\n", " }\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Pitfalls with Segmentation\n", "\n", "### Partial Volume Effect\n", "- The [partial volume effect](http://bit.ly/1mW7kdP) is the name for the effect of discretization on the image into pixels or voxels.\n", "- Surfaces are complicated, voxels are simple boxes which make poor representations\n", "- Many voxels are only partially filled, but only the voxels on the surface\n", "- Removing the first layer alleviates issue" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.ndimage import zoom\n", "step_list = [10, 20, 50, 100, 500]\n", "fig, m_axs = plt.subplots(1,len(step_list), figsize = (15, 5), dpi = 200)\n", "for c_ax, steps in zip(m_axs, step_list):\n", " x_lin = np.linspace(-1, 1, steps)\n", " xy_area = np.square(np.diff(x_lin)[0])\n", " xx, yy = np.meshgrid(x_lin, x_lin)\n", " test_img = (np.square(xx)+np.square(yy+0.25))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zoom_level = [1, 0.067, 0.039, 0.029, 0.02]\n", "fig, m_axs = plt.subplots(2, len(zoom_level), figsize = (15, 5), dpi = 200)\n", "for (c_ax, ax2), c_zoom in zip(m_axs.T, zoom_level):\n", " c_img = zoom(255.0*test_img, c_zoom, order = 1)\n", " c_ax.matshow(c_img)\n", " c_ax.set_title('%dpx - Volume: %2.2f%%' % (c_img.shape[0], 100*np.sum(c_img>0.5)/np.prod(c_img.shape)))\n", " c_ax.axis('off')\n", " ax2.plot(c_img[c_img.shape[0]//2], 'r+-')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# [Morphology](http://scikit-image.org/docs/dev/api/skimage.morphology.html)\n", "We can now utilize information from neighborhood voxels to improve the results. These steps are called morphological operations. We return to the original image of a cross\n", "\n", "Like filtering the assumption behind morphological operations are\n", "- nearby voxels in __real__ images are related / strongly correlated with one another \n", "- noise and imaging artifacts are less spatially correlated. \n", "\n", "Therefore these imaging problems can be alleviated by adjusting the balance between local and neighborhood values." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "nx = 20\n", "ny = 20\n", "xx, yy = np.meshgrid(np.linspace(-10, 10, nx), \n", " np.linspace(-10, 10, ny))\n", "np.random.seed(2018)\n", "cross_im = 1.1*((np.abs(xx)<2)+(np.abs(yy)<2))+np.random.uniform(-1.0, 1.0, size = xx.shape)\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (6, 3.5), dpi = 200)\n", "ax1.imshow(cross_im, cmap = 'hot')\n", "ax1.set_title('Image')\n", "ax2.imshow(cross_im>0.8)\n", "ax2.set_title('Simple Thresholding');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Fundamentals: Neighborhood\n", "A neighborhood consists of the pixels or voxels which are of sufficient proximity to a given point. There are a number of possible definitions which largely affect the result when it is invoked. \n", "- A large neighborhood performs operations over larger areas / volumes\n", " - Computationally intensive\n", " - Can _smooth_ out features\n", "- A small neighborhood performs operations over small areas / volumes\n", " - Computationally cheaper\n", " - Struggles with large noise / filling large holes" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "The neighborhood is important for a large number of image and other (communication, mapping, networking) processing operations:\n", "- filtering\n", "- morphological operations\n", "- component labeling\n", "- distance maps\n", "- image correlation based tracking methods\n", "\n", "It is often called structuring element (or ```selem``` for sort / code), but has exactly the same meaning" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Fundamentals: Neighbors in 2D\n", "For standard image operations there are two definitions of neighborhood. The 4 and 8 adjacent neighbors shown below. Given the blue pixel in the center the red are the 4-adjacent and the red and green make up the 8 adjacent. We expand beyond this to disk, cross, vertical and horizontal lines" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.morphology import disk, octagon as oct_func, star\n", "def h_line(n):\n", " return np.pad(np.ones((1, 2*n+1)), [[n, n],[0,0]], mode = 'constant', constant_values = 0).astype(int)\n", "def v_line(n):\n", " return h_line(n).T\n", "def cross(n):\n", " return ((h_line(n)+v_line(n))>0).astype(int)\n", "def octagon(n):\n", " return oct_func(n, n)\n", "\n", "neighbor_functions = [disk, cross, h_line, v_line, star, octagon]\n", "sizes = [2, 3, 5]\n", "fig, m_axs = plt.subplots(len(neighbor_functions), len(sizes), figsize = (12, 20))\n", "for c_func, c_axs in zip(neighbor_functions, m_axs):\n", " for c_dim, c_ax in zip(sizes, c_axs):\n", " c_ax.imshow(c_func(c_dim), cmap = 'bone', interpolation='none')\n", " c_ax.set_title('{} {}'.format(c_func.__name__, c_func(c_dim).shape))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Erosion and Dilation\n", "\n", "### Erosion\n", "If any of the voxels in the neighborhood are 0/false than the voxel will be set to 0\n", "\n", "- Has the effect of peeling the surface layer off of an object\n", "\n", "***\n", "\n", "### Dilation\n", "\n", "If any of the voxels in the neigbhorhood are 1/true then the voxel will be set to 1\n", "- Has the effect of adding a layer onto an object (dunking an strawberry in chocolate, adding a coat of paint to a car)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Applied Erosion and Dilation\n", "\n", "### Dilation\n", "We can use dilation to expand objects, for example a too-low threshold value leading to disconnected components" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from skimage.morphology import binary_dilation, binary_erosion, disk\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (6, 3.5), dpi = 200)\n", "simple_img = np.eye(5)\n", "ax1.imshow(simple_img)\n", "ax1.set_title('Original Image')\n", "dil_image = binary_dilation(simple_img, disk(1))\n", "ax2.imshow(dil_image)\n", "ax2.set_title('Dilation');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Erosion\n", "Erosion performs the opposite task reducing the size" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (6, 3.5), dpi = 200)\n", "ax1.imshow(dil_image)\n", "ax1.set_title('Dilated Image')\n", "ax2.imshow(binary_erosion(dil_image, disk(1)))\n", "ax2.set_title('Erosion');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Opening and Closing\n", "\n", "### Opening\n", "\n", "An erosion followed by a dilation operation\n", "\n", "- Peels a layer off and adds a layer on\n", "- Very small objects and connections are deleted in the erosion and do not return the image is thus __open__ed\n", "- A cube larger than several voxels will have the exact same volume after (conservative)\n", "\n", "***\n", "\n", "### Closing\n", "\n", "A dilation followed by an erosion operation\n", "\n", "- Adds a layer and then peels a layer off\n", "- Objects that are very close are connected when the layer is added and they stay connected when the layer is removed thus the image is __close__d\n", "- A cube larger than one voxel will have the exact same volume after (conservative)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "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" }, "livereveal": { "autolaunch": true, "scroll": true } }, "nbformat": 4, "nbformat_minor": 2 }