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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2D Nerve Surface Segmentation "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Add Proper References Here**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Load modules\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from skimage.io import imread"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The objects (nerves) in the image have two different sizes which need to be handled differently. With small nerves marked in red an large in blue."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of objects: 25\n"
]
}
],
"source": [
"# Load data\n",
"in_dir = 'data/'\n",
"data = imread(in_dir+'nerves2D.png').astype(np.int32)\n",
"\n",
"# Get centers\n",
"path = in_dir+'nerveCenters.png'\n",
"centers = imread(path)[...,0]\n",
"\n",
"centers_small = np.transpose(np.where(centers==1))\n",
"centers_large = np.transpose(np.where(centers==2))\n",
"\n",
"\n",
"# Show image with centers.\n",
"plt.imshow(data, cmap='gray')\n",
"plt.scatter(centers_small[..., 1], centers_small[..., 0], color='red', s=6)\n",
"plt.scatter(centers_large[..., 1], centers_large[..., 0], color='blue', s=6)\n",
"plt.show()\n",
"\n",
"print(f'Number of objects: {len(centers_small)+len(centers_large)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unfolding\n",
"To detect the objects (nerves) using layered surface detection, we first need to unfold the nerves using a radial resampling."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from scipy.ndimage.interpolation import map_coordinates\n",
"\n",
"def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n",
" \"\"\" Unfolds around a point in an image with radial resampling \"\"\"\n",
" # Sampling angles and radii.\n",
" angles = np.linspace(0, 2*np.pi, angles, endpoint=False)\n",
" distances = np.linspace(r_min, r_max, steps, endpoint=True)\n",
" \n",
" if max_dists is not None:\n",
" max_dists.append(np.max(distances))\n",
" \n",
" # Get angles.\n",
" angles_cos = np.cos(angles)\n",
" angles_sin = np.sin(angles)\n",
" \n",
" # Calculate points positions.\n",
" x_pos = center[0] + np.outer(angles_cos, distances)\n",
" y_pos = center[1] + np.outer(angles_sin, distances)\n",
" \n",
" # Create list of sampling points.\n",
" sampling_points = np.array([x_pos, y_pos]).transpose()\n",
" sampling_shape = sampling_points.shape\n",
" sampling_points_flat = sampling_points.reshape((-1, 2))\n",
" \n",
" # Sample from image.\n",
" samples = map_coordinates(img, sampling_points_flat.transpose(), mode='nearest')\n",
" samples = samples.reshape(sampling_shape[:2])\n",
" \n",
" return samples, sampling_points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have a function for unfolding image data, let's test it. The result should be an unfolded image, for which we can use layer detection."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 936x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"samples, sample_points = unfold_image(data, centers_small[4],r_max=35,angles=30,steps=30)\n",
"\n",
"plt.figure(figsize=(13, 5))\n",
"ax = plt.subplot(1, 3, 1, title='Sample positions in data')\n",
"ax.imshow(data, cmap='gray')\n",
"ax.scatter(sample_points[..., 1], sample_points[..., 0], s=2, color='red')\n",
"ax = plt.subplot(1, 3, 2, title='Sample positions and intensities')\n",
"ax.scatter(sample_points[..., 1], sample_points[..., 0], c=samples, cmap='gray')\n",
"ax = plt.subplot(1, 3, 3, title='Unfolded image')\n",
"ax.imshow(samples, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detect layers in object\n",
"Now that we can unfold the nerves, we can try to use graph cut based layer detection.\n",
"\n",
"Since we want to separate the inner and outer part of the nerve, we will detect two layers per nerve. We will use the gradient image for this."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from slgbuilder import GraphObject,MaxflowBuilder\n",
"\n",
"# Create gradient-based objects.\n",
"diff_samples = np.diff(samples, axis=0)\n",
"outer_nerve = GraphObject(255 - diff_samples)\n",
"inner_nerve = GraphObject(diff_samples)\n",
"\n",
"f,ax = plt.subplots(1,2,figsize=(10,5))\n",
"ax[0].imshow(outer_nerve.data, cmap='gray')\n",
"ax[0].set_title('Outer never data')\n",
"ax[1].imshow(inner_nerve.data, cmap='gray')\n",
"ax[1].set_title('Inner never data')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The surface will be detected where the data pixel intensity in the images are low. This corresponds well with the data for the outer and inner nerves shown above.\n",
"\n",
"Let's detect the layers. We apply boundary cost, smoothness and containment constraints. Here we set both ```min_margin``` and ```max_margin``` constraints for our containment. Then we use ```maxflow``` to find the optimal solution."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Maximum flow/minimum energy: 4754\n"
]
}
],
"source": [
"helper = MaxflowBuilder()\n",
"helper.add_objects([outer_nerve, inner_nerve])\n",
"helper.add_layered_boundary_cost()\n",
"helper.add_layered_smoothness(delta=2)\n",
"helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n",
"\n",
"flow = helper.solve()\n",
"print('Maximum flow/minimum energy:', flow)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can then get the segmentations and the segmentation lines from the *GraphObject*"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"segmentations = [helper.get_labels(o).astype(np.int32) for o in helper.objects]\n",
"segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n",
"\n",
"# Draw segmentation\n",
"f,ax = plt.subplots(1,3,figsize = (10,10))\n",
"ax[0].imshow(samples, cmap='gray')\n",
"ax[1].imshow(np.sum(segmentations,axis=0))\n",
"ax[2].imshow(samples, cmap='gray')\n",
"for line in segmentation_lines:\n",
" ax[2].plot(line)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detecting multiple objects\n",
"In the image data here we have marked 25 different nerves that we would like to segment. We could segment each of these individually, the same way we segmented the single nerve above. To get a better segmentation the large nerves will need to be samples with slightly different parameters than the smaller ones. Although it is not the most memory efficient way of segmenting the objects, we could just add all the object to the graph at once and get a segmentation for each object."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Lists for storing nerve objects.\n",
"nerve_samples = []\n",
"outer_nerves = []\n",
"inner_nerves = []\n",
"\n",
"# For each center, create an inner and outer never.\n",
"for center in centers_small:\n",
" samples, sample_points = unfold_image(data, center,r_max=35,angles=40,steps=30)\n",
" nerve_samples.append(samples)\n",
" \n",
" # Create outer and inner nerve objects.\n",
" diff_samples = np.diff(samples, axis=0)\n",
" diff_sample_points = sample_points[:-1]\n",
" \n",
"\n",
" outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n",
" inner_nerves.append(GraphObject(diff_samples, diff_sample_points))\n",
"for center in centers_large:\n",
" samples, sample_points = unfold_image(data, center,r_max=60,angles=40,steps=30)\n",
" nerve_samples.append(samples)\n",
" \n",
" # Create outer and inner nerve objects.\n",
" diff_samples = np.diff(samples, axis=0)\n",
" diff_sample_points = sample_points[:-1]\n",
" \n",
"\n",
" outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n",
" inner_nerves.append(GraphObject(diff_samples, diff_sample_points))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we also add the sample positions to the ```GraphObject```s as they are needed to draw the sementations on the nerve image."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Maximum flow/minimum energy: 212430\n"
]
}
],
"source": [
"helper = MaxflowBuilder()\n",
"helper.add_objects(outer_nerves + inner_nerves)\n",
"helper.add_layered_boundary_cost()\n",
"helper.add_layered_smoothness(delta=2)\n",
"\n",
"for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n",
" helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n",
" \n",
"flow = helper.solve()\n",
"print('Maximum flow/minimum energy:', flow)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 25 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Get segmentations.\n",
"segmentations = []\n",
"for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n",
" segmentations.append(helper.get_labels(outer_nerve))\n",
" segmentations.append(helper.get_labels(inner_nerve))\n",
"\n",
"segmentation_lines = [np.count_nonzero(s, axis=0) - 0.5 for s in segmentations]\n",
"\n",
"# Draw segmentations.\n",
"plt.figure(figsize=(15, 5))\n",
"for i, samples in enumerate(nerve_samples):\n",
" ax = plt.subplot(3, len(nerve_samples) // 3 + 1, i + 1)\n",
" ax.imshow(samples, cmap='gray')\n",
" \n",
" ax.plot(segmentation_lines[2*i])\n",
" ax.plot(segmentation_lines[2*i + 1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While most of the segmentations went well, if we look closely we see that some don't look right. If we draw the lines on the original image, we see the problem."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def draw_segmentations(data, helper):\n",
" \"\"\"Draw all segmentations for objects in the helper on top of the data.\"\"\"\n",
" \n",
" # Create figure.\n",
" plt.figure(figsize=(10, 10))\n",
" plt.imshow(data, cmap='gray')\n",
" plt.xlim([0, data.shape[1]-1])\n",
" plt.ylim([data.shape[0]-1, 0])\n",
"\n",
" # Draw segmentation lines.\n",
" for i, obj in enumerate(helper.objects):\n",
"\n",
" # Get segmentation.\n",
" segment = helper.get_labels(obj)\n",
"\n",
" # Create line.\n",
" line = np.count_nonzero(segment, axis=0)\n",
"\n",
" # Get actual points.\n",
" point_indices = tuple(np.asarray([line - 1, np.arange(len(line))]))\n",
" points = obj.sample_points[point_indices]\n",
" # Close line.\n",
" points = np.append(points, points[:1], axis=0)\n",
"\n",
" # Plot points.\n",
" plt.plot(points[..., 1], points[..., 0])\n",
"\n",
" plt.show()\n",
" \n",
"draw_segmentations(data, helper)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<!-- Some of the objects' segmentation are overlapping -->"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some of the objects' segmentation are overlapping"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multi-object exclusion\n",
"To overcome the issue of overlapping segments, we can add exclusion contraints between all outer nerves. However, exclusion is a so-called *nonsubmodular* energy term, which means it cannot be represented as a single edge in our graph. Luckily there's an algorithm called *QPBO* (Qudratic Pseudo-Boolean Optimization) that can help us. \n",
"\n",
"QPBO creates creates a complementary graph, alongside the original graph. The complementary graph is inverted, meaning that is has the exact same edges as the original graph, except they are reversed. This means that the graph size is doubled, which makes computation slower and uses more memory. The benefit of QPBO is that we can now add nonsubmodular energies such as exclusion. \n",
"\n",
"The ```graphhelper``` module contains a ```QPBOHelper``` class, which is very similar to the ```GraphHelper``` we've been using so far. The main difference is that it has functions for adding exclusion. One of these is ```add_layered_exclusion``` which we will now use. We will be using the ```GraphObject```s created earlier."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Two times maximum flow/minimum energy: 424860\n",
"QPBO flow is exactly twice the Maxflow flow.\n"
]
}
],
"source": [
"from slgbuilder import QPBOBuilder\n",
"\n",
"helper = QPBOBuilder()\n",
"helper.add_objects(outer_nerves + inner_nerves)\n",
"helper.add_layered_boundary_cost()\n",
"helper.add_layered_smoothness(delta=2)\n",
"\n",
"for outer_nerve, inner_nerve in zip(outer_nerves, inner_nerves):\n",
" helper.add_layered_containment(outer_nerve, inner_nerve, min_margin=3, max_margin=6)\n",
" \n",
"twice_flow = helper.solve()\n",
"print('Two times maximum flow/minimum energy:', twice_flow)\n",
"\n",
"if 2*flow == twice_flow:\n",
" print('QPBO flow is exactly twice the Maxflow flow.')\n",
"else:\n",
" print('Something is wrong...')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the ```QPBOHelper``` energy/flow is exactly twice the flow computed by ```GraphHelper``` for a similar problem, which is what we expect, since we double the number of nodes and edges. This is because we have added exactly the same edges/energies on above. This of course also means that the segmentation is exactly the same, hence we haven't fixed the problem yet. \n",
"\n",
"To avoid the overlapping nerve segments, we add exclusion between all *outer* nerve objects using ```add_layered_exclusion``` and call ```solve``` again. Note that calculating the new maxflow/mincut only requires us to re-evaluate parts of the graph that were changed, potentially making the computation very fast."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Two times maximum flow/minimum energy: 425476\n"
]
}
],
"source": [
"# Add exclusion constraints between all pairs of outer nerves.\n",
"for i in range(len(outer_nerves)):\n",
" for j in range(i + 1, len(outer_nerves)):\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
" \n",
"twice_flow = helper.solve()\n",
"print('Two times maximum flow/minimum energy:', twice_flow)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that adding the new constraints has increased the energy. This makes sense, since our constraints are forcing a solution that is less optimal from the perspective of the data. However, our prior knowledge tells us that nerves cannot overlap, so even if the data suggest that they do, we know this is not the case, but rather because the data is inaccurate.\n",
"\n",
"Let's draw the segmentation results with exclusion inteactions."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"draw_segmentations(data, helper)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which yields a better overall segmentation"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}