Skip to content
Snippets Groups Projects
StructureTensor2D_Examples.ipynb 864 KiB
Newer Older
  • Learn to ignore specific revisions
  • vand's avatar
    vand committed
    {
     "cells": [
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "# 2D Structure tensor -  a few examples\n",
    
    vand's avatar
    vand committed
        "A few examples of using 2D structure tensor. The examples show different ways of visualizing the orientations, visualizing the distribution of orientations, and how parameter choices influences the orientationa analysis.\n"
    
    vand's avatar
    vand committed
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
        "import numpy as np\n",
        "import skimage.io\n",
        "import scipy.ndimage\n",
        "import matplotlib.pyplot as plt\n",
    
    vand's avatar
    vand committed
        "import st2d    "
    
    vand's avatar
    vand committed
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Example 1\n",
        "Orientations computed from simple testing image, and visualized using orientation arrows or color. \n",
        "\n",
        "When visualizing predominant orientation information as color without the overlay of intensity image, it may seem as orientation changes abruptly in some areas. However while dominant orientation changes, the anisotropy is low in these areas. This means that transition from one orientation (ellipse elonagted in one direction) to another orientation (ellipse elongated in another directrion) is over an isotropy (a circle). Therefore, the full orientation information (dominant orientation and anisotropy) is smoothly changing. "
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": 3,
    
    vand's avatar
    vand committed
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "The image has a shape (50, 50), i.e. 2500 pixels.\n",
          "Structure tensor information is carried in a (3, 2500) array.\n",
          "Orientation information is carried in a (2, 2500) array.\n",
          "Anisotropy information is carried in a (2, 2500) array.\n"
         ]
        },
        {
         "data": {
          "image/png": "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\n",
          "text/plain": [
           "<Figure size 1440x360 with 5 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
    
    vand's avatar
    vand committed
        "filename = 'example_data_2D/drawn_fibres_B.png';\n",
    
    vand's avatar
    vand committed
        "sigma = 0.5\n",
        "rho = 2\n",
        "\n",
        "image = skimage.io.imread(filename)\n",
        "S = st2d.structure_tensor(image, sigma, rho)\n",
        "val,vec = st2d.eig_special(S)\n",
        "print(f'The image has a shape {image.shape}, i.e. {image.size} pixels.')\n",
        "print(f'Structure tensor information is carried in a {S.shape} array.')\n",
        "print(f'Orientation information is carried in a {vec.shape} array.')\n",
        "print(f'Anisotropy information is carried in a {val.shape} array.')\n",
        "\n",
        "# visualization\n",
        "figsize = (20,5)\n",
        "fig, ax = plt.subplots(1, 5, figsize=figsize, sharex=True, sharey=True)\n",
        "ax[0].imshow(image, cmap=plt.cm.gray)\n",
    
    vand's avatar
    vand committed
        "st2d.plot_orientations(ax[0], image.shape, vec)\n",
    
    vand's avatar
    vand committed
        "ax[0].set_title('Orientation as arrows')\n",
        "orientation_st_rgba = plt.cm.hsv((np.arctan2(vec[1], vec[0])/np.pi).reshape(image.shape))\n",
        "ax[1].imshow(plt.cm.gray(image)*orientation_st_rgba)\n",
        "ax[1].set_title('Orientation as color on image')\n",
        "ax[2].imshow(orientation_st_rgba)\n",
        "ax[2].set_title('Orientation as color')\n",
        "anisotropy = (1-val[0]/val[1]).reshape(image.shape)\n",
        "ax[3].imshow(anisotropy)\n",
        "ax[3].set_title('Degree of anisotropy')\n",
        "ax[4].imshow(plt.cm.gray(anisotropy)*orientation_st_rgba)\n",
        "ax[4].set_title('Orientation and anisotropy')\n",
        "plt.show()    "
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Example 2\n",
        "Orientation analysis of a slice showing carbord fibres. This example shows how orientation may be collected and shown as a histogram over angles or as a polar histogram. \n",
        "\n",
        "Here I collect the orientation information on the whole image. However, as shown above, the orientation information is reliable only in areas of hight anisotropy. For this reason, and depending on problem at hand, it may be desirable to weight the orientation using the anisotropy (remove parts with low anisotropy) or the intensity (remove the background and keep only information of fibres). "
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": 5,
    
    vand's avatar
    vand committed
       "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"
        },
        {
         "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": [
    
    vand's avatar
    vand committed
        "filename = 'example_data_2D/10X.png';\n",
    
    vand's avatar
    vand committed
        "sigma = 0.5\n",
        "rho = 15\n",
        "N = 180 # number of angle bins for orientation histogram\n",
        "\n",
        "# computation\n",
        "image = skimage.io.imread(filename)\n",
        "image = np.mean(image[:,:,0:3],axis=2).astype(np.uint8)\n",
        "S = st2d.structure_tensor(image, sigma, rho)\n",
        "val,vec = st2d.eig_special(S)\n",
        "angles = np.arctan2(vec[1], vec[0]) # angles from 0 to pi\n",
        "distribution = np.histogram(angles, bins=N, range=(0.0, np.pi))[0]\n",
        "\n",
        "# visualization\n",
        "figsize = (10,5)\n",
        "fig, ax = plt.subplots(1, 2, figsize=figsize, sharex=True, sharey=True)\n",
        "ax[0].imshow(image,cmap=plt.cm.gray)\n",
        "ax[0].set_title('Input image')\n",
        "orientation_st_rgba = plt.cm.hsv((angles/np.pi).reshape(image.shape))\n",
        "ax[1].imshow(plt.cm.gray(image)*orientation_st_rgba)\n",
        "ax[1].set_title('Orientation as color on image')\n",
        "\n",
        "fig, ax = plt.subplots(1, 2, figsize=figsize)\n",
        "bin_centers = (np.arange(N)+0.5)*np.pi/N # halp circle (180 deg)\n",
        "colors = plt.cm.hsv(bin_centers/np.pi)\n",
        "ax[0].bar(bin_centers, distribution, width = np.pi/N, color = colors)\n",
        "ax[0].set_xlabel('angle')\n",
        "ax[0].set_xlim([0,np.pi])\n",
        "ax[0].set_aspect(np.pi/ax[0].get_ylim()[1])\n",
        "ax[0].set_xticks([0,np.pi/2,np.pi])\n",
        "ax[0].set_xticklabels(['0','pi/2','pi'])\n",
        "ax[0].set_ylabel('count')\n",
        "ax[0].set_title('Histogram over angles')\n",
    
    vand's avatar
    vand committed
        "st2d.polar_histogram(ax[1], distribution)\n",
    
    vand's avatar
    vand committed
        "ax[1].set_title('Polar histogram')\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## OCT example\n",
        "A example of of computing orientation information from the OCT image of retina."
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": 7,
    
    vand's avatar
    vand committed
       "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"
        },
        {
         "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": [
    
    vand's avatar
    vand committed
        "filename = 'example_data_2D/OCT_im_org.png';\n",
    
    vand's avatar
    vand committed
        "sigma = 0.5\n",
        "rho = 5\n",
        "N = 180 # number of angle bins for orientation histogram\n",
        "\n",
        "# computation\n",
        "image = skimage.io.imread(filename)\n",
        "S = st2d.structure_tensor(image, sigma, rho)\n",
        "val,vec = st2d.eig_special(S)\n",
        "angles = np.arctan2(vec[1], vec[0]) # angles from 0 to pi\n",
        "distribution = np.histogram(angles, bins=N, range=(0.0, np.pi))[0]\n",
        "\n",
        "# visualization\n",
        "figsize = (10,5)\n",
        "fig, ax = plt.subplots(1, 2, figsize=figsize, sharex=True, sharey=True)\n",
        "ax[0].imshow(image, cmap=plt.cm.gray)\n",
        "ax[0].set_title('Input image')\n",
        "orientation_st_rgba = plt.cm.hsv((angles/np.pi).reshape(image.shape))\n",
        "ax[1].imshow(plt.cm.gray(image)*orientation_st_rgba)\n",
        "ax[1].set_title('Orientation as color on image')\n",
        "\n",
        "fig, ax = plt.subplots(1, 2, figsize=figsize)\n",
        "bin_centers = (np.arange(N)+0.5)*np.pi/N # halp circle (180 deg)\n",
        "colors = plt.cm.hsv(bin_centers/np.pi)\n",
        "ax[0].bar(bin_centers, distribution, width = np.pi/N, color = colors)\n",
        "ax[0].set_xlabel('angle')\n",
        "ax[0].set_xlim([0,np.pi])\n",
        "ax[0].set_aspect(np.pi/ax[0].get_ylim()[1])\n",
        "ax[0].set_xticks([0,np.pi/2,np.pi])\n",
        "ax[0].set_xticklabels(['0','pi/2','pi'])\n",
        "ax[0].set_ylabel('count')\n",
        "ax[0].set_title('Histogram over angles')\n",
    
    vand's avatar
    vand committed
        "st2d.polar_histogram(ax[1], distribution)\n",
    
    vand's avatar
    vand committed
        "ax[1].set_title('Polar histogram')\n",
        "plt.show()\n"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Investigating the effect of integration size rho\n",
        "Integration size rho is a crucial parameter when working with structure tensor, and especially if ofientation information is to be sampled om the image. This example shows how small rho captures the randomness of the individual fibre, and equidistantly placed orientation arrows will appear random. Larger rho captures the orientation on a larger scale, and flow appears smoother. "
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": null,
    
    vand's avatar
    vand committed
       "metadata": {},
    
    vand's avatar
    vand committed
       "outputs": [],
    
    vand's avatar
    vand committed
       "source": [
    
    vand's avatar
    vand committed
        "filename = 'example_data_2D/short_fibres.png'\n",
    
    vand's avatar
    vand committed
        "image = skimage.io.imread(filename)\n",
        "image = np.mean(image[:,:,0:3],axis=2)\n",
        "image -= np.min(image)\n",
        "image /= np.max(image)\n",
        "s = 128 # quiver arrow spacing\n",
        "sigma = 0.5\n",
        "figsize = (20,10)\n",
        "\n",
        "rhos = [2,10,20,50]\n",
        "\n",
        "fig, ax = plt.subplots(2, len(rhos), figsize=figsize, sharex=True, sharey=True)\n",
        "for k in range(4):\n",
        "\n",
        "    # computation\n",
        "    rho = rhos[k] # changing integration radius\n",
        "    S = st2d.structure_tensor(image,sigma,rho)\n",
        "    val,vec = st2d.eig_special(S)\n",
        "\n",
        "    # visualization\n",
        "    ax[0][k].imshow(image,cmap=plt.cm.gray)\n",
    
    vand's avatar
    vand committed
        "    st2d.plot_orientations(ax[0][k], image.shape, vec, s = s)\n",
    
    vand's avatar
    vand committed
        "    ax[0][k].set_title(f'Rho = {rho}, arrows')\n",
        "    intensity_rgba = plt.cm.gray(image)\n",
        "    orientation_st_rgba = plt.cm.hsv((np.arctan2(vec[1], vec[0])/np.pi).reshape(image.shape))\n",
        "    ax[1][k].imshow((0.5+0.5*intensity_rgba)*orientation_st_rgba)\n",
        "    ax[1][k].set_title(f'Rho = {rho}, color')\n",
        "\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Investigating the effect of downsampling\n",
        "This example demonstrates the robustness of structure tensor to downsampling. In highest resolution, individual fibres can be distinguished, and large rho is used to capture a smooth flow. As smaller resolutions, individual fibres cannot be distinguished, but the orientation information, now using a smaller rho, is still rather stable."
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": null,
    
    vand's avatar
    vand committed
       "metadata": {},
    
    vand's avatar
    vand committed
       "outputs": [],
    
    vand's avatar
    vand committed
       "source": [
    
    vand's avatar
    vand committed
        "filename = 'example_data_2D/short_fibres.png'\n",
    
    vand's avatar
    vand committed
        "downsampling_range = 4\n",
        "figsize = (20,10)    \n",
        "fig, ax = plt.subplots(2, downsampling_range, figsize=figsize)\n",
        "\n",
        "for k in range(downsampling_range):\n",
        "\n",
        "    # downsampling and computation\n",
        "    scale = 2**k\n",
        "    f = 1/scale # image scale factor\n",
        "    s = 128//scale # quiver arrow spacing\n",
        "    sigma = 0.5 # would it make sense to scale this too?\n",
        "    rho = 50/scale # scaling the integration radius\n",
        "    image = skimage.io.imread(filename)\n",
        "    image = np.mean(image[:,:,0:3],axis=2)\n",
        "    image = skimage.transform.rescale(image,f,multichannel=False)\n",
        "    image -= np.min(image)\n",
        "    image /= np.max(image)\n",
        "    S = st2d.structure_tensor(image,sigma,rho)\n",
        "    val,vec = st2d.eig_special(S)\n",
        "\n",
        "    # visualization\n",
        "    ax[0][k].imshow(image,cmap=plt.cm.gray)\n",
        "    plot_orientations(ax[0][k], image.shape, vec, s = s)\n",
        "    ax[0][k].set_title(f'Downsample = {scale}, arrows')\n",
        "    intensity_rgba = plt.cm.gray(image)\n",
        "    orientation_st_rgba = plt.cm.hsv((np.arctan2(vec[1], vec[0])/np.pi).reshape(image.shape))\n",
        "    ax[1][k].imshow((0.5+0.5*intensity_rgba)*orientation_st_rgba)       \n",
        "    ax[1][k].set_title(f'Downsample = {scale}, color')\n",
        "\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Comparing the dominant orientation with the optical flow\n",
        "When imaged structures are mostly unidirectional, and we are interested in computing the deviation from this given direction, it may be favorable to compute optical flow. While orientation from structure tensor yields a $(x,y)$ vector per pixel, optical flow in $y$ direction yields a $(x,1)$ vector. However, where assumption on uni-directionality is broken, optical flow is still returning a flow in $y$ direction. "
       ]
      },
      {
       "cell_type": "code",
    
    vand's avatar
    vand committed
       "execution_count": null,
    
    vand's avatar
    vand committed
       "metadata": {},
    
    vand's avatar
    vand committed
       "outputs": [],
    
    vand's avatar
    vand committed
       "source": [
    
    vand's avatar
    vand committed
        "image = skimage.io.imread('example_data_2D/drawn_fibres_B.png');\n",
    
    vand's avatar
    vand committed
        "\n",
        "# computing structure tensor, orientation and optical flow\n",
        "sigma = 0.5\n",
        "rho = 5\n",
        "S = st2d.structure_tensor(image,sigma,rho)\n",
        "val,vec = st2d.eig_special(S) # dominant orientation\n",
        "fx = st2d.solve_flow(S) # optical flow\n",
        "\n",
        "# visualization\n",
        "figsize = (10,10)\n",
        "fy = np.ones(image.shape)\n",
        "fig, ax = plt.subplots(2,2,figsize=figsize)\n",
        "\n",
        "ax[0][0].imshow(image,cmap=plt.cm.gray)\n",
        "plot_orientations(ax[0][0], image.shape, vec)\n",
        "ax[0][0].set_title('Orientation from structure tensor, arrows')\n",
        "ax[0][1].imshow(image,cmap=plt.cm.gray)\n",
        "plot_orientations(ax[0][1], image.shape, np.r_[fx,np.ones((1,image.size))])\n",
        "ax[0][1].set_title('Orientation from optical flow, arrows')\n",
        "intensity_rgba = plt.cm.gray(image)\n",
        "orientation_st_rgba = plt.cm.hsv((np.arctan2(vec[1],vec[0])/np.pi).reshape(image.shape))\n",
        "orientation_of_rgba = plt.cm.hsv((np.arctan2(1,fx)/np.pi).reshape(image.shape))\n",
        "ax[1][0].imshow(intensity_rgba*orientation_st_rgba)\n",
        "ax[1][0].set_title('Dominant orientation from structure tensor, color')\n",
        "ax[1][1].imshow(intensity_rgba*orientation_of_rgba)\n",
        "ax[1][1].set_title('Orientation from optical flow, color')\n",
        "plt.show()"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": []
      }
     ],
     "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": "3.7.3"
      }
     },
     "nbformat": 4,
     "nbformat_minor": 4
    }