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One projection.ipynb.bak
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One projection.ipynb.bak
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "c9040fef",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.8.16 (default, Dec 7 2022, 01:36:19) \n",
"[Clang 13.0.0 (clang-1300.0.29.30)]\n",
"3.8.16 (default, Dec 7 2022, 01:36:19) \n",
"[Clang 13.0.0 (clang-1300.0.29.30)]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Thu Oct 19 11:36:17 2023 ---- Use Spekpy to generate beam spectrums from tube voltages.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"SimpleGVXR 2.0.7 (2023-10-18T14:27:30) [Compiler: Apple Clang] on Darwin\n",
"gVirtualXRay core library (gvxr) 2.0.7 (2023-10-18T14:27:29) [Compiler: Apple Clang] on Darwin\n"
]
}
],
"source": [
"import os, sys, time, math\n",
"from natsort import natsorted, ns\n",
"\n",
"import numpy as np\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import cma\n",
"from PIL import Image\n",
"import glob\n",
"import re\n",
"\n",
"\n",
"from gvxrPython3 import gvxr\n",
"from gvxrPython3 import json2gvxr\n",
"\n",
"from gvxrPython3.utils import visualise # Visualise the 3D environment if k3D is supported\n",
"from gvxrPython3.utils import plotScreenshot # Visualise the 3D environment using Matplotlib\n",
"\n",
"from gvxrPython3.utils import loadSpekpySpectrum # Generate and load an X-ray spectrum using Spekpy\n",
"from gvxrPython3.utils import loadXpecgenSpectrum # Generate and load an X-ray spectrum using xpecgen"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4a70d4ae-a06e-42fc-9775-81439ed2a4eb",
"metadata": {},
"outputs": [],
"source": [
"use_padding = True\n",
"pad_width = 50\n",
"angular_step_in_deg = 3.6"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "31f57260",
"metadata": {},
"outputs": [],
"source": [
"# data_path = \"C:/Users/user/phd/Dataoff/\"\n",
"# data_path = \"C:/Users/user/phd/26SepImages/\"\n",
"# data_path = \"C:/Users/snn23kfl/project/\"\n",
"data_path = \"4thOCtober_image/\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "568bb24c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/eese10/PROGRAMMING/GitHub/MyProjects\n"
]
}
],
"source": [
"current_folder = str(globals()['_dh'][0])\n",
"print(current_folder)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e4e147d6",
"metadata": {},
"outputs": [],
"source": [
"def average_images(image_paths):\n",
" \n",
" \"\"\"Average a list of images.\"\"\"\n",
" # Load the first image to get the shape\n",
" sample_image = cv2.imread(image_paths[0], cv2.IMREAD_GRAYSCALE)\n",
" if sample_image is None:\n",
" raise ValueError(f\"Failed to load image: {image_paths[0]}\")\n",
" \n",
" avg_image = np.zeros_like(sample_image, dtype=float)\n",
" \n",
" if use_padding:\n",
" avg_image = np.pad(avg_image, (pad_width, pad_width), mode='median')\n",
"\n",
" for path in image_paths:\n",
" image = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n",
" \n",
" if image is None:\n",
" raise ValueError(f\"Failed to load image: {path}\")\n",
"\n",
" if use_padding:\n",
" median_value = np.median(image)\n",
" image = np.pad(image, (pad_width, pad_width), 'constant', constant_values=(median_value, median_value))\n",
"\n",
" avg_image += image.astype(float)\n",
" \n",
" avg_image /= len(image_paths)\n",
" \n",
" return cv2.medianBlur(avg_image.astype(np.single), 3)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b3fe9ca6",
"metadata": {},
"outputs": [],
"source": [
"def flatField(img, white, dark, epsilon=0.0):\n",
"\n",
" temp_white = np.copy(white)\n",
" temp_img = np.copy(img)\n",
" \n",
" test = white - dark == 0\n",
" temp_white[test] += 1\n",
"\n",
" if len(img.shape) == 2:\n",
" temp_img[test] += 1\n",
" return (temp_img - dark + epsilon) / (temp_white - dark + epsilon)\n",
" elif len(img.shape) == 3:\n",
" flat = np.zeros(img.shape, dtype=np.single)\n",
" for i, proj in enumerate(temp_img):\n",
" proj[test] += 1\n",
" flat[i] = (proj - dark + epsilon) / (temp_white - dark + epsilon)\n",
" return flat\n",
" else:\n",
" raise IOError(\"Bad image dimension: \" + str(img.shape))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3a48996e",
"metadata": {},
"outputs": [],
"source": [
"#path for my recently acquired images stored in PhD file\n",
"\n",
"\n",
"\n",
"dark_field_paths = glob.glob(data_path + '/darkfd/darkfd_*.tiff')\n",
"dark_field_paths = natsorted(dark_field_paths, key=lambda y: y.lower())\n",
"\n",
"white_field_paths = glob.glob(data_path + '/whitefd/whitefd_*.tiff')\n",
"white_field_paths = natsorted(white_field_paths, key=lambda y: y.lower())\n",
"\n",
"raw_image_paths = glob.glob(data_path + '/raw_images/raw_image_*.tiff')\n",
"raw_image_paths = natsorted(raw_image_paths, key=lambda y: y.lower())\n",
"\n",
"if len(raw_image_paths) == 0:\n",
" raw_image_paths = glob.glob(data_path + '/rawimages/raw_images_*.jpg')\n",
" raw_image_paths = natsorted(raw_image_paths, key=lambda y: y.lower())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4fde7743",
"metadata": {},
"outputs": [],
"source": [
"#Average the dark field and white field images\n",
"I_dark = average_images(dark_field_paths)\n",
"I_white = average_images(white_field_paths)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "10145fec",
"metadata": {},
"outputs": [],
"source": [
"I_raw = []\n",
"angles_in_deg = []\n",
"for i, fname in enumerate(raw_image_paths):\n",
"\n",
" angle = angular_step_in_deg * i\n",
"\n",
" if angle < 360.000001:\n",
" angles_in_deg.append(angular_step_in_deg * i)\n",
" I_raw.append(cv2.imread(fname, \n",
" cv2.IMREAD_GRAYSCALE))\n",
" \n",
" if use_padding:\n",
" median_value = np.median(I_raw[-1])\n",
" I_raw[-1] = np.pad(I_raw[-1], (pad_width, pad_width), 'constant', constant_values=(median_value, median_value))\n",
"\n",
"I_raw = np.array(I_raw, dtype=np.single)\n",
"# I_raw = average_images(raw_image_paths)\n",
"\n",
"# for image in I_raw:\n",
"# image /= np.mean(image[:,0:200])\n",
"\n",
"# I_white /= np.mean(I_white[:,0:200])\n",
"# I_dark /= np.mean(I_dark[:,0:200])\n",
"\n",
"I_flat1 = flatField(I_raw, I_white, I_dark)\n",
"I_flat2 = flatField(I_raw, I_white, np.zeros(I_dark.shape))\n",
"\n",
"# Clamp pixel values\n",
"I_flat1[I_flat1<0] = 0\n",
"I_flat2[I_flat2<0] = 0\n",
"\n",
"I_flat1[I_flat1>1] = 1\n",
"I_flat2[I_flat2>1] = 1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9be20d0b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,10))\n",
"plt.subplot(2, 5, 1)\n",
"plt.title(\"Image with \\nlight off\")\n",
"plt.imshow(I_dark, cmap=\"gray\", vmin=0, vmax=255)\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(2, 5, 2)\n",
"plt.title(\"Image with \\nlight on\")\n",
"plt.imshow(I_white, cmap=\"gray\", vmin=0, vmax=255)\n",
"plt.colorbar()\n",
"\n",
"if len(I_raw.shape) == 2:\n",
"\n",
" plt.subplot(2, 5, 3)\n",
" plt.imshow(I_raw, cmap=\"gray\", vmin=0, vmax=255)\n",
" plt.colorbar()\n",
"\n",
" plt.subplot(2, 5, 4)\n",
" plt.imshow(I_flat1, cmap=\"gray\", vmin=0, vmax=1)\n",
" plt.colorbar()\n",
" \n",
" plt.subplot(2, 5, 5)\n",
" plt.imshow(I_flat2, cmap=\"gray\", vmin=0, vmax=1)\n",
" plt.colorbar()\n",
"else:\n",
" plt.subplot(2, 5, 3)\n",
" plt.imshow(I_raw[I_raw.shape[0] //2], cmap=\"gray\", vmin=0, vmax=255)\n",
" plt.colorbar()\n",
"\n",
" plt.subplot(2, 5, 4)\n",
" plt.title(\"Using image with \\nlight off as dark field\")\n",
" plt.imshow(I_flat1[I_raw.shape[0] //2], cmap=\"gray\", vmin=0, vmax=1)\n",
" plt.colorbar()\n",
"\n",
" plt.subplot(2, 5, 5)\n",
" plt.title(\"Using np.zeros as\\n dark field\")\n",
" plt.imshow(I_flat2[I_raw.shape[0] //2], cmap=\"gray\", vmin=0, vmax=1)\n",
" plt.colorbar()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "fc284e64",
"metadata": {},
"outputs": [],
"source": [
"I_flat = I_flat2"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c968eedc",
"metadata": {},
"outputs": [],
"source": [
"#sod = 43\n",
"#sod =47\n",
"sod = 48\n",
"sdd = 61"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "368d59fd",
"metadata": {},
"outputs": [],
"source": [
"Ti90Al10 = 5.68\n",
"x_src = 0\n",
"y_src = 0\n",
"z_src = sod\n",
"\n",
"x_det = 0\n",
"y_det = 0\n",
"z_det = -(sdd - sod)\n",
"\n",
"x_obj1 = 5\n",
"y_obj1 = 0\n",
"z_obj1 = 0\n",
"\n",
"x_obj2 = 5\n",
"y_obj2 = 0\n",
"z_obj2 = 0\n",
"\n",
"alpha_x = 0 \n",
"alpha_y = 0\n",
"alpha_z = 0\n",
"\n",
"x_rot = 0\n",
"y_rot = 0\n",
"z_rot = 0\n",
"\n",
"x_default = [\n",
" x_src,\n",
" y_src,\n",
" z_src,\n",
"\n",
" x_det,\n",
" y_det,\n",
" z_det,\n",
"\n",
" x_obj1,\n",
" y_obj1,\n",
" z_obj1,\n",
"\n",
" alpha_x, \n",
" alpha_y,\n",
" alpha_z,\n",
"\n",
" x_obj2,\n",
" y_obj2,\n",
" z_obj2,\n",
"\n",
"# x_rot,\n",
"# y_rot,\n",
"# z_rot,\n",
"]\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "d0831ccf-a682-4ba9-ae8f-b128c24a1287",
"metadata": {},
"outputs": [],
"source": [
"def printX(x):\n",
" print(\"source-detector distance:\", math.sqrt(math.pow(x_src - x_det, 2) + math.pow(y_src - y_det, 2) + math.pow(z_src - z_det, 2)), \"mm\")\n",
" print(\"Source position:\", x_src, y_src, z_src, \"mm\")\n",
" print(\"Detector position:\", x_det, y_det, z_det, \"mm\")\n",
" # SDD?\n",
" # SOD?"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "06c1c303",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Create an OpenGL context: 512x512\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Thu Oct 19 11:36:40 2023 ---- Create window (ID: -1)\n",
"Thu Oct 19 11:36:41 2023 ---- Initialise GLFW\n",
"Thu Oct 19 11:36:41 2023 ---- Create an OpenGL window with a 3.2 context.\n",
"Thu Oct 19 11:36:41 2023 ---- Make the window's context current\n",
"Thu Oct 19 11:36:41 2023 ---- Initialise GLEW\n",
"Thu Oct 19 11:36:42 2023 ---- OpenGL vendor: Intel Inc.\n",
"Thu Oct 19 11:36:42 2023 ---- OpenGL renderer: Intel(R) Iris(TM) Plus Graphics 650\n",
"Thu Oct 19 11:36:42 2023 ---- OpenGL version: 4.1 INTEL-16.4.5\n",
"Thu Oct 19 11:36:42 2023 ---- Cannot use OpenGL 4.5. You live in the past.\n",
"Thu Oct 19 11:36:42 2023 ---- Use OpenGL 3.2.\n",
"Thu Oct 19 11:36:42 2023 ---- Initialise the X-ray renderer if needed and if possible\n"
]
}
],
"source": [
"# Initialise gVXR using our JSON file\n",
"json2gvxr.initGVXR(current_folder + \"/simulation1.json\", \"OPENGL\", 3, 2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "8882ee39",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Set up the beam\n",
"\tSource position: [0.0, 0.0, 0.0, 'mm']\n",
"\tSource shape: PointSource\n"
]
}
],
"source": [
"# Load our source properties\n",
"json2gvxr.initSourceGeometry()\n",
"json2gvxr.initSpectrum(verbose=0)\n",
"\n",
"gvxr.setSourcePosition(x_src, y_src, z_src, \"mm\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "9735b298",
"metadata": {},
"outputs": [],
"source": [
"def getAverageEnergy(k, f):\n",
" \n",
" avg = 0\n",
" for energy, count in zip(k, f):\n",
" avg += energy * count\n",
" \n",
" return avg / np.sum(f)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c71d7d00",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Set up the detector\n",
"\tDetector position: [0.0, 0.0, 0.0, 'mm']\n",
"\tDetector up vector: [0, -1, 0]\n",
"\tNumber of pixels: [640, 480]\n",
"\tDetector number of pixels: [640, 480]\n",
"\tPixel spacing: [0.23, 0.23, 'mm']\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Thu Oct 19 11:36:42 2023 ---- Initialise the renderer\n",
"Thu Oct 19 11:36:42 2023 ---- Initialise the renderer\n"
]
}
],
"source": [
"# Load our detector\n",
"json2gvxr.initDetector()\n",
" # \"NumberOfPixels\": [2880, 2880],\n",
"\n",
"gvxr.setDetectorPosition(x_det, y_det, z_det, \"mm\")\n",
"\n",
"if use_padding:\n",
" number_of_pixels = gvxr.getDetectorNumberOfPixels();\n",
" gvxr.setDetectorNumberOfPixels(number_of_pixels[0] + 2 * pad_width, number_of_pixels[1] + 2 * pad_width);"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3c1961ff",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Thu Oct 19 11:36:43 2023 ---- file_name:\t/Users/eese10/PROGRAMMING/GitHub/MyProjects/cuboid.stl\tnb_faces:\t12\tnb_vertices:\t36\tbounding_box (in cm):\t(-1.5, -1, 0)\t(1.5, 1, 1)\n"
]
}
],
"source": [
"# Load our samples\n",
"json2gvxr.initSamples(verbose=0)\n",
"\n",
"gvxr.setDensity(\"cuboid\", Ti90Al10, \"g/cm3\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "1f5b801f",
"metadata": {},
"outputs": [],
"source": [
"# ID = \"cuboid\"\n",
"# gvxr.rotateNode(ID, 90, 1.0, 0.0, 0.0)\n",
"# gvxr.moveToCentre()\n",
"# gvxr. applyCurrentLocalTransformation(ID)\n",
"\n",
"# alpha_x = 0\n",
"# alpha_y = 0\n",
"# alpha_z = 0\n",
"\n",
"# x_obj = 0\n",
"# y_obj = 0\n",
"# z_obj = 0"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "4c5deb85",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "663f4008e1d242f7a1b3be1e1b9cd070",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Plot(antialias=3, axes=['x', 'y', 'z'], axes_helper=1.0, axes_helper_colors=[16711680, 65280, 255], background…"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualise()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "8f7ac78e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's get an x-ray image\n",
"fig = plt.figure()\n",
"plt.imshow(gvxr.computeXRayImage(), cmap=\"gray\")\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "4bec5cad-399c-473b-9fa3-fe691b344efc",
"metadata": {},
"outputs": [],
"source": [
"def getReference(I_flat, angles_in_deg, number_of_angles):\n",
"\n",
" images = []\n",
" angles = []\n",
" \n",
" for i in range(number_of_angles):\n",
"\n",
" if number_of_angles == 1:\n",
" index = 0\n",
" else:\n",
" index = round((i + 1) / number_of_angles * (len(angles_in_deg) // 4))\n",
" \n",
" images.append(I_flat[index])\n",
" angles.append(angles_in_deg[index])\n",
"\n",
" return np.array(images), np.array(angles)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "6232578c-f7d5-46e9-9bd4-1165d8df6af5",
"metadata": {},
"outputs": [],
"source": [
"ref_image, selected_angles = getReference(I_flat, angles_in_deg, 1)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "7232408e-7a84-4699-b047-ef8d92e77d45",
"metadata": {},
"outputs": [],
"source": [
"def getXrayImage(x, take_screenshot=False):\n",
"\n",
" global screenshot\n",
" screenshot = []\n",
"\n",
" backup = gvxr.getLocalTransformationMatrix(\"root\")\n",
"\n",
" # Move source, det, object using x\n",
" x_src = x[0]\n",
" y_src = x[1]\n",
" z_src = x[2]\n",
" gvxr.setSourcePosition(x_src, y_src, z_src, \"mm\")\n",
" \n",
" x_det = x[3]\n",
" y_det = x[4]\n",
" z_det = x[5]\n",
" gvxr.setDetectorPosition(x_det, y_det, z_det, \"mm\")\n",
"\n",
" x_obj1 = x[6]\n",
" y_obj1 = x[7]\n",
" z_obj1 = x[8]\n",
"\n",
" alpha_x = x[9]\n",
" alpha_y = x[10]\n",
" alpha_z = x[11]\n",
"\n",
" x_obj2 = x[12]\n",
" y_obj2 = x[13]\n",
" z_obj2 = x[14]\n",
"\n",
" test_image = []\n",
"\n",
" up_vector = gvxr.getDetectorUpVector();\n",
" \n",
" for rot_angle in selected_angles:\n",
" gvxr.resetSceneTransformation();\n",
" \n",
" \n",
" \n",
" \n",
" # gvxr.translateNode(\"root\", x_rot_axis_pos, y_rot_axis_pos, z_rot_axis_pos, \"mm\")\n",
" \n",
" \n",
" gvxr.rotateNode(\"root\", rot_angle, up_vector[0], up_vector[1], up_vector[2])\n",
" \n",
" gvxr.translateNode(\"root\", x_obj1, y_obj1, z_obj1, \"mm\")\n",
" \n",
" gvxr.rotateNode(\"root\", alpha_x, 1, 0, 0)\n",
" gvxr.rotateNode(\"root\", alpha_y, 0, 1, 0)\n",
" gvxr.rotateNode(\"root\", alpha_z, 0, 0, 1)\n",
" \n",
" gvxr.translateNode(\"root\", -x_obj2, -y_obj2, -z_obj2, \"mm\")\n",
" \n",
" test_image.append(gvxr.computeXRayImage())\n",
" \n",
" if take_screenshot:\n",
"\n",
" gvxr.displayScene() \n",
" screenshot.append(gvxr.takeScreenshot())\n",
" \n",
" gvxr.setLocalTransformationMatrix(\"root\", backup)\n",
"\n",
" \n",
" \n",
" return np.array(test_image, dtype=np.single) / gvxr.getTotalEnergyWithDetectorResponse()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "ca06a3bb",
"metadata": {},
"outputs": [],
"source": [
"def compareMAE(ref, test):\n",
" return np.abs(ref - test).mean()\n",
"\n",
"def compareMSE(ref, test):\n",
" return np.square(ref - test).mean()\n",
"\n",
"\n",
"def fitnessMAE(x):\n",
" global ref_image\n",
"\n",
" test_image = getXrayImage(x)\n",
" fitness_value = compareMAE(ref_image, test_image)\n",
" \n",
" return fitness_value\n",
"\n",
"def fitnessMSE(x):\n",
" global ref_image\n",
"\n",
" test_image = getXrayImage(x)\n",
" fitness_value = compareMSE(ref_image, test_image)\n",
" \n",
" return fitness_value"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "4aedf032",
"metadata": {},
"outputs": [],
"source": [
"def displayResult(x, figsize=(15, 4)):\n",
" global screenshot\n",
" test_image = getXrayImage(x, True)\n",
" \n",
" ref_tmp = np.copy(ref_image)\n",
" test_tmp = np.copy(test_image)\n",
" \n",
" ref_tmp -= ref_tmp.mean()\n",
" ref_tmp /= ref_tmp.std()\n",
"\n",
" test_tmp -= test_tmp.mean()\n",
" test_tmp /= test_tmp.std()\n",
"\n",
" ZNCC = 100 * (ref_tmp / test_tmp).mean()\n",
" \n",
" fig, axs = plt.subplots(len(screenshot), 4, figsize=figsize)\n",
" plt.suptitle(\"Overall ZNCC=\" + \"{:.4f}\".format(ZNCC) + \"%\")\n",
"\n",
" for index in range(len(screenshot)):\n",
" axs[index][0].imshow(screenshot[index])\n",
" axs[index][1].imshow(ref_image[index], cmap=\"gray\", vmin=0, vmax=1)\n",
" # axs[1].imshow(I_flat,cmap=\"gray\", vmin=0, vmax=1)\n",
" axs[index][2].imshow(test_image[index],cmap=\"gray\", vmin=0, vmax=1)\n",
" im = axs[index][3].imshow((ref_image[index] - test_image[index]),cmap=\"gray\", vmin=-1, vmax=1)\n",
" axs[index][0].set_title(\"Rotation angle: \" + str(selected_angles[index]) + \"$^\\circ$\")\n",
"\n",
"# im = axs[3].imshow((I_flat - test_image),cmap=\"gray\", vmin=-1, vmax=1)\n",
" # cbar = fig.colorbar(im)\n",
"\n",
"# for ax in axs:\n",
"# ax.set_xlim([100, 600])\n",
"# ax.set_ylim([211, 470])\n",
"# plt.savefig('x_default.jpg', dpi=300, bbox_inches='tight')\n",
"\n",
" plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "9179c673",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overall ZNCC: 24.0776%\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1500x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# %matplotlib notebook\n",
"\n",
"displayResult(x_default)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "80c1dac5",
"metadata": {},
"outputs": [],
"source": [
"opts = cma.CMAOptions()\n",
"opts.set('tolfun', 1e-5);\n",
"opts['tolx'] = 1e-5;\n",
"opts['bounds'] = [np.hstack((12*[-1000], [-180, -180])), np.hstack((12*[1000], [180, 180]))];\n",
"\n",
"fname = current_folder + \"/\" + data_path + \"/x_best1.dat\"\n",
"if not os.path.exists(fname):\n",
" start_time = time.time();\n",
" es = cma.CMAEvolutionStrategy(x_default, 0.5, opts);\n",
" es.optimize(fitnessMAE);\n",
" elapsed_time = time.time() - start_time\n",
"\n",
" x_best1 = es.result.xbest\n",
" np.savetxt(fname, x_best1)\n",
"else:\n",
" x_best1 = np.loadtxt(fname)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "2a616bda",
"metadata": {
"jupyter": {
"source_hidden": true
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ -56.26229271 -403.64656617 255.4412414 66.95549885 175.6685035\n",
" -69.93313886 40.09261515 -7.44027426 -95.56065448 -27.86587522\n",
" -23.13342805 -7.48457138 68.9079186 82.52029725 -171.4490121 ]\n"
]
}
],
"source": [
"print(x_best1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "b0070159",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overall ZNCC: 92.8444%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"displayResult(x_best1)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "3065dfdc",
"metadata": {},
"outputs": [],
"source": [
"opts = cma.CMAOptions()\n",
"opts.set('tolfun', 1e-5);\n",
"opts['tolx'] = 1e-5;\n",
"opts['bounds'] = [np.hstack((12*[-1250], [-180, -180])), np.hstack((12*[1250], [180, 180]))];\n",
"\n",
"fname = current_folder + \"/\" + data_path + \"/x_best2.dat\"\n",
"if not os.path.exists(fname):\n",
" start_time = time.time();\n",
" es = cma.CMAEvolutionStrategy(x_best1, 0.25, opts);\n",
" es.optimize(fitnessMSE);\n",
" elapsed_time = time.time() - start_time\n",
"\n",
" x_best2 = es.result.xbest\n",
" np.savetxt(fname, x_best2)\n",
"else:\n",
" x_best2 = np.loadtxt(fname)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "e1a620bd-6383-4919-a6ed-064f6d295197",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ -57.05312617 -403.80842542 255.02703 66.53983868 176.06612915\n",
" -69.25184467 39.88939584 -8.19234737 -95.149943 -27.34917822\n",
" -23.1096899 -7.19816505 69.64026574 83.44788405 -171.62231907]\n"
]
}
],
"source": [
"print(x_best2)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "1fe22d7c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overall ZNCC: 98.5229%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"displayResult(x_best2)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "02952e6b-d45d-4e61-8bb5-a3776a27968f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2, 580, 740)\n",
"[43.2 90. ]\n"
]
}
],
"source": [
"ref_image, selected_angles = getReference(I_flat, angles_in_deg, 2)"
]
},
{
"cell_type": "code",