{ "cells": [ { "cell_type": "markdown", "source": [ "# Homogenous object detection tools\n", "\n", "This tutorial teaches users how to use the tools provided by XSPEC to obtain masks of homogeneous objects from a reconstruction.\n", "\n", "**User Input**: A 2D reconstruction\n", "**Expected Output**: A list of masks of homogeneous objects" ], "metadata": { "collapsed": false }, "id": "bdd8f955d78e4b21" }, { "cell_type": "code", "execution_count": 1, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:54.687902Z", "start_time": "2024-04-12T10:25:54.371293Z" } }, "id": "bf4d0b287b65dc7f" }, { "cell_type": "markdown", "source": [ "## Prepare Input Reconstruction" ], "metadata": { "collapsed": false }, "id": "e033d7776812f432" }, { "cell_type": "markdown", "source": [ "### A. Simulated Spectrum" ], "metadata": { "collapsed": false }, "id": "f5175aab20209760" }, { "cell_type": "code", "execution_count": 2, "outputs": [ { "data": { "text/plain": "[]" }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import spekpy as sp\n", "psize = 0.05\n", "s = sp.Spek(kvp=160, th=11, dk=1, mas=1, char=True,shift=0.5) # Create the spectrum model\n", "energies, src_spec = s.get_spectrum(edges=False) # Get arrays of energy & fluence spectrum\n", "src_spec = src_spec * ((psize / 10) ** 2)\n", "norm_src_spec = src_spec / np.trapz(src_spec, energies, axis=0)\n", "plt.plot(energies, src_spec)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:55.474434Z", "start_time": "2024-04-12T10:25:54.689250Z" } }, "id": "e6a9b2b0c5bb4195" }, { "cell_type": "markdown", "source": [ "### B. Simulated sinogram data" ], "metadata": { "collapsed": false }, "id": "f682f152e46abf89" }, { "cell_type": "code", "execution_count": 3, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.064771997051482\n", "6.872537809547058\n", "11.057861215250197\n", "3.7245905076788834\n", "0.7264523848025635\n" ] }, { "data": { "text/plain": "" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xspec.phantom import generate_circle_masks\n", "from xspec.chem_consts import get_lin_att_c_vs_E\n", "from xspec.chem_consts._periodictabledata import density\n", "from xspec import calc_forward_matrix\n", "\n", "# Get masks list\n", "cylinder_masks = generate_circle_masks(20, psize, 5, 6, 1)\n", "cylinder_masks = [mask[np.newaxis] for mask in cylinder_masks]\n", "\n", "# Get LAC\n", "materials = ['V', 'Al', 'Ti', 'Mg', 'C']\n", "mat_density = [density['%s' % formula] for formula in materials]\n", "lac_vs_E_list = []\n", "a = np.zeros(cylinder_masks[0].shape)\n", "for i in range(len(materials)):\n", " formula = materials[i]\n", " den = mat_density[i]\n", " lac_vs_E = get_lin_att_c_vs_E(den, formula, energies)\n", " lac_vs_E_list.append(lac_vs_E)\n", " plt.plot(energies, lac_vs_E)\n", " print(np.mean(lac_vs_E))\n", " a += cylinder_masks[i]*np.mean(lac_vs_E)\n", "plt.yscale('log')\n", "plt.figure(2)\n", "plt.imshow(a[0])\n", "plt.colorbar()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:56.760301Z", "start_time": "2024-04-12T10:25:55.476629Z" } }, "id": "484f9a0880786d17" }, { "cell_type": "code", "execution_count": 4, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n" ] } ], "source": [ "# Get forward projector.\n", "import svmbir\n", "\n", "class fw_projector:\n", " \"\"\"A class for forward projection using SVMBIR.\"\"\"\n", "\n", " def __init__(self, angles, num_channels, delta_pixel=1):\n", " \"\"\"\n", " Initializes the forward projector with specified geometric parameters.\n", "\n", " Parameters:\n", " angles (array): Array of projection angles.\n", " num_channels (int): Number of detector channels.\n", " delta_pixel (float, optional): Size of a pixel, defaults to 1.\n", " \"\"\"\n", " self.angles = angles\n", " self.num_channels = num_channels\n", " self.delta_pixel = delta_pixel\n", "\n", " def forward(self, mask):\n", " \"\"\"\n", " Computes the projection of a given mask.\n", "\n", " Parameters:\n", " mask (numpy.ndarray): 3D mask of the object to be projected.\n", "\n", " Returns:\n", " numpy.ndarray: The computed projection of the mask.\n", " \"\"\"\n", " projections = svmbir.project(mask, self.angles, self.num_channels) * self.delta_pixel\n", " return projections\n", " \n", "angles = np.linspace(-np.pi/2, np.pi/2, 200, endpoint=False)\n", "projector = fw_projector(angles, num_channels=cylinder_masks[0].shape[-1], delta_pixel=psize)\n", "\n", "# Calculate forward matrix\n", "spec_F = calc_forward_matrix(cylinder_masks, lac_vs_E_list, projector)\n", "\n", "# Calculate sinogram\n", "trans = np.trapz(spec_F*norm_src_spec, energies, axis=-1)\n", "sino = np.clip(-np.log(trans),0, np.inf)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:58.734014Z", "start_time": "2024-04-12T10:25:56.758773Z" } }, "id": "27aac88435a41fec" }, { "cell_type": "code", "execution_count": 5, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(sino[:,0])\n", "plt.colorbar()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:58.837710Z", "start_time": "2024-04-12T10:25:58.734870Z" } }, "id": "d184747f5a2dca48" }, { "cell_type": "markdown", "source": [ "### C. SVMBIR Reconstruction" ], "metadata": { "collapsed": false }, "id": "92561a844a3d43b3" }, { "cell_type": "code", "execution_count": 6, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calling multires_recon for axial size (rows,cols)=(201,201).\n", "Calling multires_recon for axial size (rows,cols)=(101,101).\n", "Reconstructing axial size (rows,cols)=(101,101).\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/70f2818343b94bc1c703.2Dsvmatrix\n", "Reconstructing axial size (rows,cols)=(201,201).\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/848201f493a6bbf9ac67.2Dsvmatrix\n", "Reconstructing axial size (rows,cols)=(401,401).\n", "Found system matrix: /Users/damonli/.cache/svmbir/sysmatrix/b9668769934402c85a78.2Dsvmatrix\n" ] }, { "data": { "text/plain": "" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tilt_angle = np.pi/2 # Tilt range of +-90deg\n", "\n", "# Reconstruction parameters\n", "snr_db = 40.0\n", "sharpness = 1.0\n", "T = 0.1\n", "\n", "# Determine resulting number of views, slices, and channels\n", "(num_views, num_slices, num_channels) = sino.shape\n", "\n", "# Perform fixed resolution MBIR reconstruction\n", "recons = svmbir.recon(sino, angles, sharpness=sharpness, snr_db=snr_db, T=T)\n", "plt.imshow(recons[0]/psize,vmin=0.0, vmax=0.2)\n", "plt.colorbar()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:59.575534Z", "start_time": "2024-04-12T10:25:58.838115Z" } }, "id": "8492b09b59389290" }, { "cell_type": "markdown", "source": [ "## Output: Masks of Homogenous objects" ], "metadata": { "collapsed": false }, "id": "7c811e556465eae9" }, { "cell_type": "code", "execution_count": 7, "outputs": [], "source": [ "from xspec.phantom import detect_hough_circles, segment_object" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:59.580162Z", "start_time": "2024-04-12T10:25:59.575627Z" } }, "id": "31dcf2a10a29ad92" }, { "cell_type": "markdown", "source": [ "### A.Circle Detection" ], "metadata": { "collapsed": false }, "id": "3ed6a6d55be495c2" }, { "cell_type": "code", "execution_count": 8, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function detect_hough_circles in module xspec.phantom:\n", "\n", "detect_hough_circles(phantom, radius_range=None, vmin=0, vmax=None, min_dist=100, HoughCircles_params1=300, HoughCircles_params2=1)\n", " Detects circles in an image using the Hough Circle Transform.\n", " \n", " Args:\n", " phantom (numpy.ndarray): The 2D image to detect circles in.\n", " radius_range (list of int, optional): The minimum and maximum radius of\n", " circles to detect. Defaults to a range based on the image size.\n", " vmin (int, optional): Minimum value for clipping the image before\n", " detection. Defaults to 0.\n", " vmax (int, optional): Maximum value for clipping the image before\n", " detection. If None, the 90th percentile of the image is used.\n", " Defaults to None.\n", " min_dist (int, optional): Minimum distance between the centers of the\n", " detected circles. If too small, multiple neighbor circles may be\n", " falsely detected in addition to a true one. If too large, some\n", " circles may be missed. Defaults to 100.\n", " \n", " Returns:\n", " numpy.ndarray: An array of detected circles, each represented by the\n", " center coordinates (x, y) and radius. Returns an empty array if no\n", " circles are detected.\n" ] } ], "source": [ "help(detect_hough_circles)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:59.580420Z", "start_time": "2024-04-12T10:25:59.577814Z" } }, "id": "13495d4f0d32f5c1" }, { "cell_type": "code", "execution_count": 9, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Circle\n", "import math\n", "\n", "plt.imshow(recons[0], vmin=0.002, vmax=0.005)\n", "plt.colorbar()\n", "# Get the current axes.\n", "ax = plt.gca()\n", "circles = detect_hough_circles(recons[0], radius_range=(20, 30), vmin=0.002, vmax=0.005, min_dist=100)\n", "circles = sorted(circles, key=lambda x: math.atan2(x[1]-200.5, x[0]-200.5))\n", "# Create and add circles to the plot.\n", "for x, y, radius in circles:\n", " circle = Circle((x, y), radius, color='red', fill=False)\n", " ax.add_patch(circle)\n", "\n", "# Optionally set the aspect of the plot to be equal.\n", "# This makes sure that the circles are not skewed.\n", "ax.set_aspect('equal')\n", "\n", "# Show the plot with the circles.\n", "plt.show()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:59.732726Z", "start_time": "2024-04-12T10:25:59.641629Z" } }, "id": "cb0fca501b7a6769" }, { "cell_type": "markdown", "source": [ "### B.Segmentation of homogenous objects" ], "metadata": { "collapsed": false }, "id": "28bf3f85ca6b31d6" }, { "cell_type": "code", "execution_count": 10, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function segment_object in module xspec.phantom:\n", "\n", "segment_object(phantom, vmin, vmax, canny_sigma, roi_radius=None, bbox=None)\n", " Segments an object within a given region of interest (ROI) or bounding box in an image.\n", " \n", " This function creates a segmentation mask for an object in an image. The image values\n", " are clipped and normalized based on provided minimum and maximum values. Canny edge\n", " detection is then applied to the normalized image. The edges are filled to create a\n", " binary mask that segments the object.\n", " \n", " Args:\n", " phantom (np.array): The input image to segment.\n", " vmin (float): The minimum value for clipping the image.\n", " vmax (float): The maximum value for clipping the image.\n", " canny_sigma (float): The standard deviation for the Gaussian filter used in\n", " Canny edge detection.\n", " roi_radius (int, optional): The radius of the circular region of interest. If not\n", " provided, it defaults to half the image size.\n", " bbox (tuple of int, optional): The bounding box within which to perform segmentation,\n", " specified as (r_min, c_min, r_max, c_max). If not\n", " provided, the entire image is used.\n", " \n", " Returns:\n", " np.array: A binary segmentation mask of the object.\n" ] } ], "source": [ "help(segment_object)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:25:59.732938Z", "start_time": "2024-04-12T10:25:59.730609Z" } }, "id": "f52a30b447f3e29" }, { "cell_type": "code", "execution_count": 11, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "est_mask_list = []\n", "bbox_half_size = int(np.mean([cir[2] for cir in circles])*1.1)\n", "\n", "# Loop through each circle with a progress bar\n", "for cir in circles:\n", " xcenter, ycenter, r = cir\n", " # Create a mask for each reconstruction with a progress bar\n", " mask = segment_object(\n", " recons[0], 0.002, 0.005, 10, roi_radius=None,\n", " bbox=(\n", " int(ycenter - bbox_half_size),\n", " int(xcenter - bbox_half_size),\n", " int(ycenter + bbox_half_size),\n", " int(xcenter + bbox_half_size)\n", " ))[np.newaxis]\n", " est_mask_list.append(mask)\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=(12, 8))\n", "\n", "for j in range(len(est_mask_list)):\n", " ax = axs.flat[j]\n", " mask = est_mask_list[j]\n", " gtmask = cylinder_masks[(j)%len(est_mask_list)]\n", " # Display the image\n", " ax.imshow(mask[0])\n", "axs.flat[5].axis('off')\n", "# Adjust the layout\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:26:00.103324Z", "start_time": "2024-04-12T10:25:59.734848Z" } }, "id": "84eb98bf07b431a2" }, { "cell_type": "code", "execution_count": 11, "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-04-12T10:26:00.105749Z", "start_time": "2024-04-12T10:26:00.103699Z" } }, "id": "8ce2d6526b31186f" } ], "metadata": { "kernelspec": { "name": "xspec", "language": "python", "display_name": "xspec" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }