{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "9ea552dc-2ab8-a0ac-dda5-dd7c385a1d3a"
   },
   "source": [
    "# Introduction\n",
    "Here we process the data from the electron microscopy 3D dataset, the first lines automatically download it if you have Kaggle setup otherwise you can download the dataset [here](https://www.kaggle.com/kmader/electron-microscopy-3d-segmentation/data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /Users/mader/.kaggle/kaggle.json'\n",
      "electron-microscopy-3d-segmentation.zip: Downloaded 215MB of 215MB\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "if not os.path.exists('input'):\n",
    "    !kaggle datasets download -d kmader/electron-microscopy-3d-segmentation -wp emdata\n",
    "    !mkdir input\n",
    "    !mv emdata/* input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "f7ca9567-9c3e-f6a9-075c-216307025533"
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from skimage.io import imread # for reading images\n",
    "import matplotlib.pyplot as plt # for showing plots\n",
    "from skimage.measure import label # for labeling regions\n",
    "from skimage.measure import regionprops # for shape analysis\n",
    "import numpy as np # for matrix operations and array support\n",
    "from skimage.color import label2rgb # for making overlay plots\n",
    "import matplotlib.patches as mpatches # for showing rectangles and annotations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ffbd3d02-e49a-23e9-7789-b91f88cff3cf"
   },
   "source": [
    "# Connected Component Labeling\n",
    "scikit-image has basic support for [connected component labeling](http://scikit-image.org/docs/dev/api/skimage.measure.html#skimage.measure.label) and we can do some small demos with the label function and small test images, before moving onto bigger datasets. \n",
    "\n",
    "## Neighborhood\n",
    "In the course we use the term neighborhood and here we use the term ```connectivity``` for the same idea. \n",
    "\n",
    " - For a 2D image a connectivity = 1 is just the 4-neighborhood (or pixels that share an edge, connectivity = 2 is then 8-neighborhood (or pixels that share a vertex)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "bc5c886a-18a9-3abf-7b51-ea8df86530af"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input Image\n",
      "[[1. 0. 0. 0.]\n",
      " [0. 1. 0. 0.]\n",
      " [0. 0. 1. 0.]\n",
      " [0. 0. 0. 1.]]\n",
      "Labels with 4-neighborhood\n",
      "[[1 0 0 0]\n",
      " [0 2 0 0]\n",
      " [0 0 3 0]\n",
      " [0 0 0 4]]\n",
      "Labels with 8-neighborhood\n",
      "[[1 0 0 0]\n",
      " [0 1 0 0]\n",
      " [0 0 1 0]\n",
      " [0 0 0 1]]\n"
     ]
    }
   ],
   "source": [
    "# simple test image diagonal\n",
    "test_img=np.eye(4)\n",
    "print('Input Image')\n",
    "print(test_img)\n",
    "\n",
    "test_label_4=label(test_img,connectivity=1)\n",
    "print('Labels with 4-neighborhood')\n",
    "print(test_label_4)\n",
    "\n",
    "test_label_8=label(test_img,connectivity=2)\n",
    "print('Labels with 8-neighborhood')\n",
    "print(test_label_8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ca54e2df-8d90-3ef8-2f96-dd7d1ba4ab1a"
   },
   "source": [
    "## 3D Neighborhood\n",
    "\n",
    "For a 3D image a connectivity = 1 is just the 6-neighborhood (or voxels that share an face, connectivity = 2 is then voxels that share an edge and 3 is voxels that share a vertex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_cell_guid": "a49571af-5e81-6c7f-6354-336e4968b0ac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input Image\n",
      "[[[1 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 1 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 1]]]\n",
      "Labels with Face-sharing\n",
      "[[[1 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 2 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 3]]]\n",
      "Labels with Edge-Sharing\n",
      "[[[1 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 2 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 3]]]\n",
      "Labels with Vertex-Sharing\n",
      "[[[1 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 1 0]\n",
      "  [0 0 0]]\n",
      "\n",
      " [[0 0 0]\n",
      "  [0 0 0]\n",
      "  [0 0 1]]]\n"
     ]
    }
   ],
   "source": [
    "test_img=np.array([1 if x in [0,13,26] else 0 for x in range(27)]).reshape((3,3,3))\n",
    "print('Input Image')\n",
    "print(test_img)\n",
    "\n",
    "test_label_1=label(test_img,connectivity=1)\n",
    "print('Labels with Face-sharing')\n",
    "print(test_label_1)\n",
    "\n",
    "test_label_2=label(test_img,connectivity=2)\n",
    "print('Labels with Edge-Sharing')\n",
    "print(test_label_2)\n",
    "\n",
    "test_label_3=label(test_img,connectivity=3)\n",
    "print('Labels with Vertex-Sharing')\n",
    "print(test_label_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "bca1bf58-37f9-db1f-4444-8960a7d4b0cd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Loaded, Dimensions (165, 768, 1024) -> (165, 768, 1024)\n"
     ]
    }
   ],
   "source": [
    "import os, numpy as np\n",
    "def imread_or_invent(in_path):\n",
    "    np.random.seed(2018)\n",
    "    if os.path.exists(in_path):\n",
    "        return imread(in_path)\n",
    "    else:\n",
    "        print('Getting creative...')\n",
    "        fake_shape = (10, 50, 75)\n",
    "        if 'groundtruth' in in_path:\n",
    "            return (np.random.uniform(0, 1, size = fake_shape)>0.99).astype(int)\n",
    "        else:\n",
    "            return np.random.uniform(0, 1, size = fake_shape)\n",
    "        \n",
    "em_image_vol = imread_or_invent('input/training.tif')\n",
    "em_thresh_vol = imread_or_invent('input/training_groundtruth.tif')\n",
    "print(\"Data Loaded, Dimensions\", em_image_vol.shape,'->',em_thresh_vol.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "160081b9-ab62-e268-50f5-6d34053f79d8"
   },
   "source": [
    "# 2D Analysis\n",
    "Here we work with a single 2D slice to get started and take it randomly from the middle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "be4e88a3-8b8c-9fa0-acd9-8297b8e282df"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slice Loaded, Dimensions (768, 1024)\n"
     ]
    }
   ],
   "source": [
    "em_idx = np.random.permutation(range(em_image_vol.shape[0]))[0]\n",
    "em_slice = em_image_vol[em_idx]\n",
    "em_thresh = em_thresh_vol[em_idx]\n",
    "print(\"Slice Loaded, Dimensions\", em_slice.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "d3fe48c8-ebb3-af65-777a-c8d638946072"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the slice and threshold\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (9, 4))\n",
    "ax1.imshow(em_slice, cmap = 'gray')\n",
    "ax1.axis('off')\n",
    "ax1.set_title('Image')\n",
    "ax2.imshow(em_thresh, cmap = 'gray')\n",
    "ax2.axis('off')\n",
    "ax2.set_title('Segmentation')\n",
    "# here we mark the threshold on the original image\n",
    "\n",
    "ax3.imshow(label2rgb(em_thresh,em_slice, bg_label=0))\n",
    "ax3.axis('off')\n",
    "ax3.set_title('Overlayed');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_cell_guid": "574c1696-a1fc-2267-db34-ec0b4b310672"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13 number of labels\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make connected component labels\n",
    "em_label = label(em_thresh)\n",
    "print(em_label.max(), 'number of labels')\n",
    "# show the segmentation, labels and overlay\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (9, 4))\n",
    "ax1.imshow(em_thresh, cmap = 'gray')\n",
    "ax1.axis('off')\n",
    "ax1.set_title('Segmentation')\n",
    "ax2.imshow(em_label, cmap = plt.cm.gist_earth)\n",
    "ax2.axis('off')\n",
    "ax2.set_title('Labeling')\n",
    "# here we mark the threshold on the original image\n",
    "\n",
    "ax3.imshow(label2rgb(em_label,em_slice, bg_label=0))\n",
    "ax3.axis('off')\n",
    "ax3.set_title('Overlayed');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "cfabd782-de43-ea00-856a-b0cbb755ca1a"
   },
   "source": [
    "# Shape Analysis \n",
    "For shape analysis we use the regionprops function which calculates the area, perimeter, and other features for a shape. The analysis creates a list of these with one for each label in the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "f924cdaf-2d55-5089-51b9-8aa6ec820a3b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "List of region properties for 13 regions\n",
      "Features Calculated: area, bbox, bbox_area, centroid, convex_area, convex_image, coords, eccentricity, equivalent_diameter, euler_number, extent, filled_area, filled_image, image, inertia_tensor, inertia_tensor_eigvals, intensity_image, label, local_centroid, major_axis_length, max_intensity, mean_intensity, min_intensity, minor_axis_length, moments, moments_central, moments_hu, moments_normalized, orientation, perimeter, solidity, weighted_centroid, weighted_local_centroid, weighted_moments, weighted_moments_central, weighted_moments_hu, weighted_moments_normalized\n"
     ]
    }
   ],
   "source": [
    "shape_analysis_list = regionprops(em_label)\n",
    "first_region = shape_analysis_list[0]\n",
    "print('List of region properties for',len(shape_analysis_list), 'regions')\n",
    "print('Features Calculated:',', '.join([f for f in dir(first_region) if not f.startswith('_')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "5cc2bacc-26d5-e55a-8e64-caadaf3010d8"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.imshow(label2rgb(em_label,em_slice, bg_label=0))\n",
    "\n",
    "for region in shape_analysis_list:\n",
    "    # draw rectangle using the bounding box\n",
    "    minr, minc, maxr, maxc = region.bbox\n",
    "    rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                              fill=False, edgecolor='red', linewidth=2)\n",
    "    ax.add_patch(rect)\n",
    "\n",
    "ax.set_axis_off()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4b59cd5a-2c6f-75eb-a90a-993dd484d1be"
   },
   "source": [
    "## Anisotropy\n",
    "We can calculate anisotropy as we did in the course by using the largest and shortest lengths, called here as ```major_axis_length``` and ```minor_axis_length``` respectively\n",
    "\n",
    "- Try using different formulas for anisotropy to see how it changes what is shown\n",
    "\n",
    "$$ Aiso1 = \\frac{\\text{Longest Side}}{\\text{Shortest Side}} - 1 $$\n",
    "\n",
    "$$ Aiso2 = \\frac{\\text{Longest Side}-\\text{Shortest Side}}{\\text{Longest Side}} $$\n",
    "\n",
    "$$ Aiso3 = \\frac{\\text{Longest Side}}{\\text{Average Side Length}} - 1 $$\n",
    "\n",
    "$$ Aiso4 = \\frac{\\text{Longest Side}-\\text{Shortest Side}}{\\text{Average Side Length}} $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "3954c870-771c-7c9a-ca4b-6ed302ff5d67"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1 Anisotropy 0.02\n",
      "Label: 2 Anisotropy 0.13\n",
      "Label: 3 Anisotropy 0.22\n",
      "Label: 4 Anisotropy 0.06\n",
      "Label: 5 Anisotropy 0.43\n",
      "Label: 6 Anisotropy 0.12\n",
      "Label: 7 Anisotropy 0.27\n",
      "Label: 8 Anisotropy 0.19\n",
      "Label: 9 Anisotropy 0.47\n",
      "Label: 10 Anisotropy 0.19\n",
      "Label: 11 Anisotropy 0.32\n",
      "Label: 12 Anisotropy 0.06\n",
      "Label: 13 Anisotropy 0.50\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.imshow(label2rgb(em_label,em_slice, bg_label=0))\n",
    "\n",
    "for region in shape_analysis_list:\n",
    "    x1=region.major_axis_length\n",
    "    x2=region.minor_axis_length\n",
    "    anisotropy = (x1-x2)/np.clip(x1+x2, 0.1, 9999)\n",
    "    # for anisotropic shapes use red for the others use blue\n",
    "    print('Label:',region.label,'Anisotropy %2.2f' % anisotropy)\n",
    "    if anisotropy>0.1:\n",
    "        minr, minc, maxr, maxc = region.bbox\n",
    "        rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                              fill=False, edgecolor='red', linewidth=2)\n",
    "        ax.add_patch(rect)\n",
    "    else:\n",
    "        minr, minc, maxr, maxc = region.bbox\n",
    "        rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
    "                              fill=False, edgecolor='green', linewidth=2)\n",
    "        ax.add_patch(rect)\n",
    "\n",
    "ax.set_axis_off()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "fcfdd250-2824-6ba1-6cf3-1698ef431733"
   },
   "source": [
    "# Tasks\n",
    "- Perform the analysis in 3D\n",
    "- Find the largest and smallest structures\n",
    "- Find the structures with the highest and lowest 3D anisotropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "aa1033ba-0c78-71f9-4718-518f6e7ca155"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "_change_revision": 71,
  "_is_fork": false,
  "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}