diff --git a/notebooks/.ipynb_checkpoints/LayerSegmentation2D-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/LayerSegmentation2D-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..bba977c5b533d19a9cec6d0326595da88f536f9e --- /dev/null +++ b/notebooks/.ipynb_checkpoints/LayerSegmentation2D-checkpoint.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2D Layer Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load essential modules for loading and showing data" + ] + }, + { + "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": "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" + } + ], + "source": [ + "# Load image\n", + "in_dir = 'data/'\n", + "data = imread(in_dir+'layer2D.png').astype(np.int32)\n", + "\n", + "# Show image.\n", + "plt.imshow(data, cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect one layer" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create an object that represent the layer we're trying a segment. Here we are only segmenting one layer. The image data is passed directly to the ```GraphObject```. By default, it assumes data is structured on a regular index grid.\n", + "\n", + "The algorithm segments layers by detecting dark lines. For better segmentation the image is inversed by `255-data`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "layer_1 = GraphObject(255-data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we create the ```MaxflowBuilder``` and add the layer. Then we add layered cost and smoothness. Edges are added automatically for when calling ```add_layered_boundary_cost``` and ```add_layered_smoothness```. By default these edges are added for all object previously added to the ```GraphHelper```. However, it is possible to add the edges for specific object only, by passing a list of objects to the function. The graph structure is based on [Li et al](https://doi.org/10.1109/TPAMI.2006.19)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_object(layer_1)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The graph is cut using the [Maxflow](https://github.com/Skielex/maxflow) algorithm to get the maximum flow/minimum cut. This algorithm will find the global optimal solution to the binary segmentation problem. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 86761\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The segmentation for ```layer_1``` can then be displayed." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "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": [ + "segmentation = helper.what_segments(layer_1)\n", + "segmentation_line = np.argmin(segmentation, axis=0)\n", + "\n", + "# Draw results.\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(data, cmap='gray')\n", + "ax[1].imshow(segmentation)\n", + "ax[2].imshow(data, cmap='gray')\n", + "ax[2].plot(segmentation_line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect multiple layers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This time we will create two objects, as we want to segment two different layers. Although our graph cut is still binary, we will create the graph so that we get a multi-label segmentation." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "layers = []\n", + "for i in range(2):\n", + " layers.append(GraphObject(255-data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create the ```MaxflowBuilder``` and add all layers to the graph. We then add boundary costs and smoothness as before." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(layers)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've added the layers to the graph, but because they all are based on the same data, and there are no interaction contraints between the layers, they would all result in the exact same segmentation. This is *not* what we want.\n", + "We want the layers to be separated by a certain distance. Luckily [Li et al](https://doi.org/10.1109/TPAMI.2006.19). describe how to enforce a minimum distance between the layers. This technique has been implemented in ```add_layered_containment```, which takes an *outer* and an *inner* ```GraphObject``` and lets you specify both a minimum and maximum distance/margin between them. In this case we will only specify a minimum margin." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(layers)-1):\n", + " helper.add_layered_containment(layers[i], layers[i+1], min_margin=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 174018\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now get the segmentations for all layers and show them. Notice that the blue line, representing the first layers is the furthest down, or outermost." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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.what_segments(l).astype(np.int32) for l in layers]\n", + "segmentation_lines = [np.argmin(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw results.\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(data, cmap='gray')\n", + "ax[1].imshow(np.sum(segmentations, axis=0))\n", + "ax[2].imshow(data, cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "plt.show()" + ] + } + ], + "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 +} diff --git a/notebooks/.ipynb_checkpoints/LayerSegmentation3D-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/LayerSegmentation3D-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..89ae894c9af5fb6213b20a4165f7f8be16e867ee --- /dev/null +++ b/notebooks/.ipynb_checkpoints/LayerSegmentation3D-checkpoint.ipynb @@ -0,0 +1,207 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3D Layer Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper references here**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**NOTICE:** This notebook is a continuation of layered surface detection introduced in the ```LayerSegmentation2D.ipynb``` notebook.\n", + "\n", + "Previously we segmented 2D images, but the ```MaxflowBuilder``` module actually supports N-D data. If ```data``` is a 3D ```ndarray``` the code still works 'as is'. The surfaces are always found on the first axis of the input data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Load modules\n", + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage.io import imread\n", + "from qimtools import visualization, inspection, io\n", + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "in_dir = 'data/'\n", + "Vol_path = os.path.join(in_dir, 'layer3D.tiff')\n", + "\n", + "# Load the data\n", + "vol = io.Volume( Vol_path )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(164, 200, 8)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Convert the stack of 2D slices to a 3D volume\n", + "vol = vol.concatenate().astype(np.int32)\n", + "vol = np.transpose(vol,(1,2,0)) # Re-order volume\n", + "print(vol.shape)\n", + "\n", + "f,ax = plt.subplots()\n", + "ax.imshow(vol[..., 2], cmap='gray')\n", + "ax.set_title('Slice 2')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Like previously we want two segmentations in each slice of the volume." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "layers = []\n", + "for i in range(2):\n", + " layers.append(GraphObject(255-vol))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(layers)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness() \n", + "\n", + "for i in range(len(layers)-1):\n", + " helper.add_layered_containment(layers[i], layers[i+1], min_margin=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 1386559\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "segmentations = [helper.what_segments(l).astype(np.int32) for l in layers]\n", + "segmentation_lines = [np.argmin(s[..., 2], axis=0) for s in segmentations]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "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": [ + "sliceNo = 4\n", + "\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(vol[..., 2], cmap='gray')\n", + "ax[0].set_title(f'Slice {sliceNo}')\n", + "ax[1].imshow(np.sum(segmentations, axis=0)[..., 2])\n", + "ax[1].set_title(f'Slice {sliceNo}')\n", + "ax[2].imshow(vol[..., 2], cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "ax[2].set_title(f'Slice {sliceNo}')\n", + "plt.show()" + ] + } + ], + "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 +} diff --git a/notebooks/LayerSegmentation2D.ipynb b/notebooks/LayerSegmentation2D.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..0dee3bd93fb14a2bdf0d25cb8cda4975e4824792 --- /dev/null +++ b/notebooks/LayerSegmentation2D.ipynb @@ -0,0 +1,416 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2D Layer Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper References Here**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load essential modules for loading and showing data" + ] + }, + { + "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": "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" + } + ], + "source": [ + "# Load image\n", + "in_dir = 'data/'\n", + "data = imread(in_dir+'layer2D.png').astype(np.int32)\n", + "\n", + "# Show image.\n", + "plt.imshow(data, cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect one layer" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create an object that represent the layer we're trying a segment. Here we are only segmenting one layer. The image data is passed directly to the ```GraphObject```. By default, it assumes data is structured on a regular index grid.\n", + "\n", + "The surface will be detected where the data pixel intensity in the image is low. Therefore, for better segmentation the image is inversed by `255-data`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "layer_1 = GraphObject(255-data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we create the ```MaxflowBuilder``` and add the layer. Then we add layered cost and smoothness. Edges are added automatically for when calling ```add_layered_boundary_cost``` and ```add_layered_smoothness```. By default these edges are added for all object previously added to the ```GraphHelper```. However, it is possible to add the edges for specific object only, by passing a list of objects to the function. The graph structure is based on [Li et al](https://doi.org/10.1109/TPAMI.2006.19)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_object(layer_1)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The graph is cut using the [Maxflow](https://github.com/Skielex/maxflow) algorithm to get the maximum flow/minimum cut. This algorithm will find the global optimal solution to the binary segmentation problem. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 95802\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The segmentation for ```layer_1``` can then be displayed." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "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": [ + "segmentation = helper.what_segments(layer_1)\n", + "segmentation_line = np.argmin(segmentation, axis=0)\n", + "\n", + "# Draw results.\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(data, cmap='gray')\n", + "ax[1].imshow(segmentation)\n", + "ax[2].imshow(data, cmap='gray')\n", + "ax[2].plot(segmentation_line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detect multiple layers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at the image there there are four layers. Therefore we will create three objects, as we want to segment three different layers. Although our graph cut is still binary, we will create the graph so that we get a multi-label segmentation." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "layers = []\n", + "for i in range(3):\n", + " layers.append(GraphObject(255-data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create the ```MaxflowBuilder``` and add all layers to the graph. We then add boundary costs and smoothness as before." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(layers)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've added the layers to the graph, but because they all are based on the same data, and there are no interaction contraints between the layers, they would all result in the exact same segmentation. This is *not* what we want.\n", + "We want the layers to be separated by a certain distance. Luckily [Li et al](https://doi.org/10.1109/TPAMI.2006.19). describe how to enforce a minimum distance between the layers. This technique has been implemented in ```add_layered_containment```, which takes an *outer* and an *inner* ```GraphObject``` and lets you specify both a minimum and maximum distance/margin between them. In this case we will only specify a minimum margin." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(len(layers)-1):\n", + " helper.add_layered_containment(layers[i], layers[i+1], min_margin=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 290144\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now get the segmentations for all layers and show them. Notice that the blue line, representing the first layers is the furthest down, or outermost." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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.what_segments(l).astype(np.int32) for l in layers]\n", + "segmentation_lines = [np.argmin(s, axis=0) - 0.5 for s in segmentations]\n", + "\n", + "# Draw results.\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(data, cmap='gray')\n", + "ax[1].imshow(np.sum(segmentations, axis=0))\n", + "ax[2].imshow(data, cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is however a problem. The three segmentations are not the ones we were looking for. This is most likely due to the small break in the top layer.\n", + "\n", + "To counter this problem we can create more segmentations than needed and then select the correct ones." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 887443\n" + ] + } + ], + "source": [ + "layers = []\n", + "for i in range(9):\n", + " layers.append(GraphObject(255-data))\n", + " \n", + "helper = MaxflowBuilder()\n", + "helper.add_objects(layers)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness()\n", + "\n", + "for i in range(len(layers)-1):\n", + " helper.add_layered_containment(layers[i], layers[i+1], min_margin=10) \n", + " \n", + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)\n", + "\n", + "segmentations = [helper.what_segments(l).astype(np.int32) for l in layers]\n", + "segmentation_lines = [np.argmin(s, axis=0) - 0.5 for s in segmentations]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the segmentations are ordered from bottom to top the correct segmentations can easily be found by indexing." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "segmentations = [segmentations[i] for i in [0,-2,-1]]\n", + "segmentation_lines = [segmentation_lines[i] for i in [0,-2,-1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "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": [ + "# Draw results.\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(data, cmap='gray')\n", + "ax[1].imshow(np.sum(segmentations, axis=0))\n", + "ax[2].imshow(data, cmap='gray')\n", + "for i,line in enumerate(segmentation_lines):\n", + " ax[2].plot(line)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which yields in a better 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 +} diff --git a/notebooks/LayerSegmentation3D.ipynb b/notebooks/LayerSegmentation3D.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..dd2da09a95bc0ea8828bae8d45f0bf4037bd8747 --- /dev/null +++ b/notebooks/LayerSegmentation3D.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3D Layer Surface Segmentation " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Add Proper references here**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**NOTICE:** This notebook is a continuation of layered surface detection introduced in the ```LayerSegmentation2D.ipynb``` notebook.\n", + "\n", + "Previously we segmented 2D images, but the ```MaxflowBuilder``` module actually supports N-D data. If ```data``` is a 3D ```ndarray``` the code still works 'as is'. The surfaces are always found on the first axis of the input data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Load modules\n", + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage.io import imread\n", + "from qimtools import visualization, inspection, io\n", + "from slgbuilder import GraphObject,MaxflowBuilder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We load the data and visualize it." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "in_dir = 'data/'\n", + "Vol_path = os.path.join(in_dir, 'layer3D.tiff')\n", + "\n", + "# Load the data\n", + "vol = io.Volume( Vol_path )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(164, 200, 5)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Convert the stack of 2D slices to a 3D volume\n", + "vol = vol.concatenate().astype(np.int32)\n", + "vol = np.transpose(vol,(1,2,0)) # Re-order volume\n", + "print(vol.shape)\n", + "\n", + "f,ax = plt.subplots()\n", + "ax.imshow(vol[..., 2], cmap='gray')\n", + "ax.set_title('Slice 2')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Like previously we want three segmentations in each slice of the volume. But due to the break in the top surface we intentionally make too many segmentations and then index.\n", + "\n", + "**Notice** Making multiple segmentations on volumes can take a long time. The ```number_of_segmentations``` is therefore set to two but can be changed to a higher number to get that last segmentation." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "number_of_segmentations = 2 # Change to 9\n", + "\n", + "layers = []\n", + "for i in range(number_of_segmentations):\n", + " layers.append(GraphObject(255-vol))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create the ```MaxflowBuilder``` and add the layers. THen we add layered cost and smoothness as well as ```add_layered_containment```, which lets us specify a minimum and maximum distance between segmentations." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "helper = MaxflowBuilder()\n", + "helper.add_objects(layers)\n", + "helper.add_layered_boundary_cost()\n", + "helper.add_layered_smoothness() \n", + "\n", + "for i in range(len(layers)-1):\n", + " helper.add_layered_containment(layers[i], layers[i+1], min_margin=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum flow/minimum energy: 958474\n" + ] + } + ], + "source": [ + "flow = helper.solve()\n", + "print('Maximum flow/minimum energy:', flow)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "segmentations = [helper.what_segments(l).astype(np.int32) for l in layers]\n", + "segmentation_lines = [np.argmin(s[..., 2], axis=0) for s in segmentations]\n", + "\n", + "# Index segmentations\n", + "if len(segmentations) > 2:\n", + " segmentations = [segmentations[i] for i in [0,-2,-1]]\n", + " segmentation_lines = [segmentation_lines[i] for i in [0,-2,-1]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The segmentations can then be visualized" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "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": [ + "sliceNo = 4\n", + "\n", + "f,ax = plt.subplots(1,3,figsize=(10,10))\n", + "ax[0].imshow(vol[..., 2], cmap='gray')\n", + "ax[0].set_title(f'Slice {sliceNo}')\n", + "ax[1].imshow(np.sum(segmentations, axis=0)[..., 2])\n", + "ax[1].set_title(f'Slice {sliceNo}')\n", + "ax[2].imshow(vol[..., 2], cmap='gray')\n", + "for line in segmentation_lines:\n", + " ax[2].plot(line)\n", + "ax[2].set_title(f'Slice {sliceNo}')\n", + "plt.show()" + ] + } + ], + "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 +} diff --git a/notebooks/NerveSegmentation2D.ipynb b/notebooks/NerveSegmentation2D.ipynb index 80357648f64de57ee9a437a077b9efd7920436bd..f18835fed8fef48e2dad4e87b3539412c9f8d229 100644 --- a/notebooks/NerveSegmentation2D.ipynb +++ b/notebooks/NerveSegmentation2D.ipynb @@ -30,7 +30,7 @@ "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." + "The objects (nerves) in the image have two different sizes which need to be handled differently. With small nerves marked in red and large nerves marked in blue." ] }, { @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -290,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -333,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -405,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -525,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -557,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { diff --git a/notebooks/NerveSegmentation3D.ipynb b/notebooks/NerveSegmentation3D.ipynb index 508097719075e1e5afe2e24822e81050338cca72..77c407e90d9f972fc14b9a22f308b566fe5c3cd8 100644 --- a/notebooks/NerveSegmentation3D.ipynb +++ b/notebooks/NerveSegmentation3D.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -863,7 +863,7 @@ { "data": { "text/html": [ - "<img 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\" 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qA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECAAAECBAgQICBA/AABAgQIECBAgAABApmAAMmoDREgQIAAAQIECBAgIED8AAECBAgQIECAAAECmYAAyagNESBAgAABAgQIECAgQPwAAQIECBAgQIAAAQKZgADJqA0RIECA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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -947,9 +947,10 @@ "centers_large = np.transpose(np.where(centers==2))\n", "\n", "# Show volume slice with centers.\n", - "plt.imshow(vol[...,0], cmap='gray')\n", + "plt.imshow(vol[...,3], 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.title('Slice 3')\n", "plt.show()\n", "\n", "print(f'Number of objects: {len(centers_small)+len(centers_large)}')" @@ -964,7 +965,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -1008,6 +1009,7 @@ " plt.imshow(data[...,layer], cmap='gray')\n", " plt.xlim([0, data[...,layer].shape[1]-1])\n", " plt.ylim([data[...,layer].shape[0]-1, 0])\n", + " plt.title(f'Slice {layer}')\n", "\n", " # Draw segmentation lines.\n", " for i, obj in enumerate(helper.objects):\n", @@ -1026,7 +1028,6 @@ " \n", " # Plot points.\n", " plt.plot(points[..., 1], points[..., 0])\n", - "\n", " plt.show()" ] }, @@ -1042,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -1087,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1120,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -1144,12 +1145,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] @@ -1179,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1213,7 +1214,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -1228,7 +1229,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1246,12 +1247,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] @@ -1267,11 +1268,11 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Which yields a much nicer segmentation" + ] } ], "metadata": {