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{
"cells": [
{
"cell_type": "markdown",
"id": "c05f506d",
"metadata": {},
"source": [
"# Layered surfaces for fiber segmentation\n",
"\n",
"Notebook author: H. Martin Kjer (hmkj@dtu.dk)\n",
"\n",
"\n",
"## Note\n",
"Based on work from Niels Jeppensen\n",
"\n",
"\n",
"## References"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "506e93d2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.11.1'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Package imports\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from skimage.io import imread\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "96ef31a4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of objects: 17\n"
]
}
],
"source": [
"# Load data example\n",
"path = '../resources/img2d/nerves.png'\n",
"data = imread(path).astype(np.int32)\n",
"data_centers = imread(path.replace('nerves', 'nerves_centers'))\n",
"\n",
"# Get center positions.\n",
"centers = np.transpose(np.where(data_centers))\n",
"idx = centers[:,2] == 0\n",
"centers = centers[idx,0:2]\n",
"data = data[:,:,0]\n",
"\n",
"# Show image with centers.\n",
"plt.imshow(data, cmap='gray')\n",
"plt.scatter(centers[:, 1], centers[:, 0], color='red', s=6)\n",
"plt.show()\n",
"\n",
"print('Number of objects:', len(centers))\n"
]
},
{
"cell_type": "markdown",
"id": "633202b5",
"metadata": {},
"source": [
"## Unfolding\n",
"\n",
"To detect the objects (nerves) using layered surface detection, we first need to unfold the nerves using a radial resampling.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b5900048",
"metadata": {},
"outputs": [],
"source": [
"from scipy.ndimage import map_coordinates\n",
"\n",
"def unfold_image(img, center, max_dists=None, r_min=1, r_max=20, angles=30, steps=15):\n",
"\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": "code",
"execution_count": 5,
"id": "a165eacf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"samples, sample_points = unfold_image(data, center=centers[8,:])\n",
"\n",
"plt.figure(figsize=(15, 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": "code",
"execution_count": null,
"id": "871972a5",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5ec9a633",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"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",
"# Show object data.\n",
"plt.figure(figsize=(10, 5))\n",
"ax = plt.subplot(1, 2, 1, title='Outer never data')\n",
"ax.imshow(outer_nerve.data, cmap='gray')\n",
"ax = plt.subplot(1, 2, 2, title='Inner never data')\n",
"ax.imshow(inner_nerve.data, cmap='gray')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9a94d05a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Maximum flow/minimum energy: 1923\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)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9be45c75",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dtu/3d-imaging-center/QIM/conda/miniconda3/envs/qim-base/lib/python3.11/site-packages/numpy/lib/function_base.py:2455: UserWarning: enum class termtype not importable from thinmaxflow.src._maxflow. You are probably using a cpdef enum declared in a .pxd file that does not have a .py or .pyx file.\n",
" outputs = ufunc(*inputs)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 3 Axes>"
]
},
"metadata": {},
"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 results.\n",
"plt.figure(figsize=(10, 10))\n",
"ax = plt.subplot(1, 3, 1)\n",
"ax.imshow(samples, cmap='gray')\n",
"ax = plt.subplot(1, 3, 2)\n",
"ax.imshow(np.sum(segmentations, axis=0))\n",
"ax = plt.subplot(1, 3, 3)\n",
"ax.imshow(samples, cmap='gray')\n",
"for line in segmentation_lines:\n",
" ax.plot(line)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "d6b0ddb4",
"metadata": {},
"source": [
"Run for multiple objects"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "da33846f",
"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:\n",
" # Unfold nerve.\n",
" samples, sample_points = unfold_image(data, center)\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",
" outer_nerves.append(GraphObject(255 - diff_samples, diff_sample_points))\n",
" inner_nerves.append(GraphObject(diff_samples, diff_sample_points))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "247bee18",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\n",
"/tmp/pbs.331898.hnode41/ipykernel_28965/550892667.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n",
" helper.add_layered_exclusion(outer_nerves[i], outer_nerves[j], margin=3)\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",
"# 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)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "daf2e38a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Maximum flow/minimum energy: 48586\n"
]
}
],
"source": [
"flow = helper.solve()\n",
"print('Maximum flow/minimum energy:', flow)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "15208c2f",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1500x500 with 17 Axes>"
]
},
"metadata": {},
"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()\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b2295b10",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"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": "code",
"execution_count": null,
"id": "5e43d020",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}