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    {
     "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
    }