{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8dcda53d", "metadata": {}, "outputs": [], "source": [ "# imports\n", "import pathlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from coda_visual.datasets.coda_dataset import CODADataset\n", "from coda_visual.raw_data_processing.registration.global_affine.global_registration_algorithm import (\n", " calculate_similarity_mean_and_stddev,\n", ")\n", "from coda_visual.raw_data_processing.registration.registration_image import (\n", " RegistrationImage,\n", ")\n", "from coda_visual.raw_data_processing.registration.registration_result import (\n", " RegistrationResult,\n", ")\n", "from coda_visual.gui.tasks.elastic_registration_gui_params import (\n", " ElasticRegistrationGUIParams,\n", ")\n", "from coda_visual.raw_data_processing.tissue_area_segmentation.tissue_area_segmentation import (\n", " TissueAreaSegmentation,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "id": "24183d40", "metadata": {}, "outputs": [], "source": [ "root_dir = pathlib.Path().resolve().parent.parent / \"testing_python\"\n", "# root_dir = pathlib.Path().resolve().parent.parent / \"testing_python_FULL_20250407\"\n", "dataset = CODADataset(root_dir)\n", "downsample_level = dataset.get_best_downsample_level_for_target_dim(\n", " ElasticRegistrationGUIParams.TARGET_IMAGE_DIM\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "id": "928bc3e8", "metadata": {}, "outputs": [], "source": [ "filenames = []\n", "tissue_areas_pre = []\n", "tissue_areas_post_affine = []\n", "tissue_areas_post_elastic = []\n", "\n", "for raw_file in dataset.raw_files:\n", " tissue_seg = TissueAreaSegmentation(\n", " raw_file, dataset.tissue_area_segmentation_file_path\n", " )\n", " tissue_seg.read_from_file()\n", " poly_area_pre = tissue_seg.get_registered_polygons(downsample_level).area\n", " reg_result_affine = RegistrationResult.from_files(\n", " raw_file.filename,\n", " dataset.global_registration_file_path,\n", " None,\n", " )\n", " poly_area_post_affine = tissue_seg.get_registered_polygons(\n", " downsample_level, registration_result=reg_result_affine\n", " ).area\n", " reg_result_elastic = RegistrationResult.from_files(\n", " raw_file.filename,\n", " dataset.global_registration_file_path,\n", " dataset.elastic_hdf5_read,\n", " )\n", " poly_area_post_elastic = tissue_seg.get_registered_polygons(\n", " downsample_level, registration_result=reg_result_elastic\n", " ).area\n", " mppx = float(raw_file.openslide_slide.properties[\"openslide.mpp-x\"])\n", " mppy = float(raw_file.openslide_slide.properties[\"openslide.mpp-y\"])\n", " to_mm2 = (\n", " raw_file.openslide_slide.level_downsamples[downsample_level] ** 2\n", " * mppx\n", " * mppy\n", " / (1000**2)\n", " )\n", " filenames.append(raw_file.filepath.stem)\n", " tissue_areas_pre.append(poly_area_pre * to_mm2)\n", " tissue_areas_post_affine.append(poly_area_post_affine * to_mm2)\n", " tissue_areas_post_elastic.append(poly_area_post_elastic * to_mm2)" ] }, { "cell_type": "code", "execution_count": 4, "id": "263550b4", "metadata": {}, "outputs": [], "source": [ "tissue_areas_pre = np.array(tissue_areas_pre)\n", "tissue_areas_post_affine = np.array(tissue_areas_post_affine)\n", "tissue_areas_post_elastic = np.array(tissue_areas_post_elastic)\n", "min_area_pre = np.min(tissue_areas_pre)\n", "max_area_pre = np.max(tissue_areas_pre)\n", "tissue_area_pct_changes_affine = (\n", " 100 * (tissue_areas_post_affine - tissue_areas_pre) / tissue_areas_pre\n", ")\n", "tissue_area_pct_changes_elastic = (\n", " 100 * (tissue_areas_post_elastic - tissue_areas_pre) / tissue_areas_pre\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "b668e66f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_X_AXIS_TICKS = 20\n", "if len(filenames) <= N_X_AXIS_TICKS:\n", " tick_indices = np.arange(len(filenames))\n", "else:\n", " tick_indices = np.linspace(0, len(filenames) - 1, N_X_AXIS_TICKS, dtype=int)\n", "\n", "\n", "f, ax_left = plt.subplots(figsize=(15, 5))\n", "ax_right = ax_left.twinx()\n", "# Shaded areas and border lines\n", "for box_lims in [(-20, -10), (10, 20)]:\n", " ax_left.axhspan(*box_lims, color=\"orange\", alpha=0.25)\n", "ax_left.axhspan(-10, 10, color=\"lightgreen\", alpha=0.4)\n", "for line_loc in (-20, -10, 10, 20):\n", " ax_left.axhline(line_loc, linewidth=1, color=\"gray\", linestyle=\":\")\n", "# Plot pre-registration tissue areas on the right y-axis (blue)\n", "(tissue_area_line,) = ax_right.plot(\n", " tissue_areas_pre, color=\"blue\", label=\"Pre-registration tissue area\", marker=\"x\"\n", ")\n", "# Plot percentage changes on the left y-axis\n", "(pct_affine_line,) = ax_left.plot(\n", " tissue_area_pct_changes_affine,\n", " color=\"gray\",\n", " label=\"Tissue area % change (affine only)\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "(pct_elastic_line,) = ax_left.plot(\n", " tissue_area_pct_changes_elastic,\n", " color=\"black\",\n", " label=\"Tissue area % change (affine + elastic)\",\n", " marker=\"o\",\n", ")\n", "# Format the left axis\n", "ax_left.set_title(\"Tissue warp due to registration\")\n", "ax_left.set_ylabel(\"Tissue area % change\", color=\"black\")\n", "ax_left.set_xlabel(\"Section\")\n", "ax_left.set_ylim(-50, 50)\n", "ax_left.set_yticks([-50, -20, -10, 0, 10, 20, 50])\n", "ax_left.set_xticks(tick_indices)\n", "ax_left.set_xticklabels([filenames[i] for i in tick_indices], rotation=20, ha=\"right\")\n", "# Format the right axis\n", "ax_right.set_ylabel(\"Tissue area ($mm^2$)\", color=\"blue\")\n", "ax_right.tick_params(axis=\"y\", labelcolor=\"blue\")\n", "ax_right.set_ylim(0.98 * min_area_pre, 1.02 * max_area_pre)\n", "# Add legend\n", "lines = [tissue_area_line, pct_affine_line, pct_elastic_line]\n", "labels = [line.get_label() for line in lines]\n", "ax_left.legend(lines, labels, loc=\"best\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "10b873aa", "metadata": {}, "outputs": [], "source": [ "corrcoeffs_pre = []\n", "corrcoeffs_affine = []\n", "corrcoeffs_elastic = []\n", "ssim_means_pre = []\n", "ssim_stds_pre = []\n", "ssim_means_affine = []\n", "ssim_stds_affine = []\n", "ssim_means_elastic = []\n", "ssim_stds_elastic = []\n", "\n", "\n", "def get_corrcoeff(im1: np.ndarray, im2: np.ndarray) -> float:\n", " \"\"\"Calculate the 2D correlation coefficient of two images.\n", "\n", " The correlation coefficient is calculated over the mutually nonzero pixels in the\n", " images. Returns 0 if there are no mutually nonzero pixels.\n", "\n", " Args:\n", " im1: First image.\n", " im2: Second image.\n", "\n", " Returns:\n", " Correlation coefficient.\n", " \"\"\"\n", " mask = (im1 > 0) & (im2 > 0)\n", " if not mask.any():\n", " return 0.0\n", " im1_masked = im1[mask]\n", " im2_masked = im2[mask]\n", " return np.corrcoef(im1_masked.flatten(), im2_masked.flatten())[0, 1]\n", "\n", "\n", "pad_to = dataset.get_largest_image_dimensions_for_level(\n", " downsample_level, registered=True\n", ")\n", "\n", "for irf, raw_file in enumerate(dataset.raw_files):\n", " reg_im = RegistrationImage.from_files(\n", " raw_file.filepath,\n", " dataset.tissue_area_segmentation_file_path,\n", " downsample_level=downsample_level,\n", " pad_to=pad_to,\n", " )\n", " reg_res_affine = RegistrationResult.from_files(\n", " raw_file.filename, dataset.global_registration_file_path, None\n", " )\n", " reg_res_elastic = RegistrationResult.from_files(\n", " raw_file.filename,\n", " dataset.global_registration_file_path,\n", " dataset.elastic_hdf5_read,\n", " )\n", " ref_im_name = reg_res_affine.global_result.reference_file_name\n", " if ref_im_name == raw_file.filename:\n", " if irf>0:\n", " ref_im_name = dataset.raw_files[irf-1].filename\n", " else:\n", " ref_im_name = dataset.raw_files[irf+1].filename\n", " ref_im_path = [fp for fp in dataset.raw_files if fp.filepath.name == ref_im_name]\n", " if len(ref_im_path) != 1:\n", " raise ValueError(\n", " f\"Found {len(ref_im_path)} files for reference image {ref_im_name}\"\n", " )\n", " ref_im = RegistrationImage.from_files(\n", " ref_im_path[0].filepath,\n", " dataset.tissue_area_segmentation_file_path,\n", " downsample_level=downsample_level,\n", " pad_to=pad_to,\n", " )\n", " ref_res_affine = RegistrationResult.from_files(\n", " ref_im_name, dataset.global_registration_file_path, None\n", " )\n", " ref_res_elastic = RegistrationResult.from_files(\n", " ref_im_name,\n", " dataset.global_registration_file_path,\n", " dataset.elastic_hdf5_read,\n", " )\n", " corrcoeffs_pre.append(get_corrcoeff(reg_im.grayscale_image, ref_im.grayscale_image))\n", " ssim_mean, ssim_stddev = calculate_similarity_mean_and_stddev(\n", " reg_im.grayscale_image,\n", " ref_im.grayscale_image,\n", " (reg_im.grayscale_image > 0) & (ref_im.grayscale_image > 0),\n", " )\n", " ssim_means_pre.append(ssim_mean)\n", " ssim_stds_pre.append(ssim_stddev)\n", " reg_im.apply_global_registration(reg_res_affine.global_result)\n", " ref_im.apply_global_registration(ref_res_affine.global_result)\n", " corrcoeffs_affine.append(\n", " get_corrcoeff(reg_im.grayscale_image, ref_im.grayscale_image)\n", " )\n", " ssim_mean, ssim_stddev = calculate_similarity_mean_and_stddev(\n", " reg_im.grayscale_image,\n", " ref_im.grayscale_image,\n", " (reg_im.grayscale_image > 0) & (ref_im.grayscale_image > 0),\n", " )\n", " ssim_means_affine.append(ssim_mean)\n", " ssim_stds_affine.append(ssim_stddev)\n", " reg_im.apply_elastic_registration(reg_res_elastic.elastic_result)\n", " ref_im.apply_elastic_registration(ref_res_elastic.elastic_result)\n", " corrcoeffs_elastic.append(\n", " get_corrcoeff(reg_im.grayscale_image, ref_im.grayscale_image)\n", " )\n", " ssim_mean, ssim_stddev = calculate_similarity_mean_and_stddev(\n", " reg_im.grayscale_image,\n", " ref_im.grayscale_image,\n", " (reg_im.grayscale_image > 0) & (ref_im.grayscale_image > 0),\n", " )\n", " ssim_means_elastic.append(ssim_mean)\n", " ssim_stds_elastic.append(ssim_stddev)" ] }, { "cell_type": "code", "execution_count": 8, "id": "108f372a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(2, 1, figsize=(15, 2 * 5))\n", "ax[0].plot(\n", " np.arange(len(corrcoeffs_pre)) - 0.1,\n", " corrcoeffs_pre, color=\"red\", label=\"Pre-registration\", marker=\"o\", linestyle=\"--\"\n", ")\n", "ax[0].plot(\n", " np.arange(len(corrcoeffs_affine)),\n", " corrcoeffs_affine,\n", " color=\"green\",\n", " label=\"Affine Registration\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "ax[0].plot(\n", " np.arange(len(corrcoeffs_elastic)) + 0.1,\n", " corrcoeffs_elastic,\n", " color=\"blue\",\n", " label=\"Elastic Registration\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "ax[0].legend(loc=\"best\")\n", "ax[1].errorbar(\n", " np.arange(len(ssim_means_pre)) - 0.1,\n", " ssim_means_pre,\n", " yerr=ssim_stds_pre,\n", " color=\"red\",\n", " label=\"Pre-registration\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "ax[1].errorbar(\n", " np.arange(len(ssim_means_affine)),\n", " ssim_means_affine,\n", " yerr=ssim_stds_affine,\n", " color=\"green\",\n", " label=\"Affine Registration\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "ax[1].errorbar(\n", " np.arange(len(ssim_means_elastic)) + 0.1,\n", " ssim_means_elastic,\n", " yerr=ssim_stds_elastic,\n", " color=\"blue\",\n", " label=\"Elastic Registration\",\n", " marker=\"o\",\n", " linestyle=\"--\",\n", ")\n", "ax[1].legend(loc=\"best\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "055cc81f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "coda-scratch", "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": "3.10.17" } }, "nbformat": 4, "nbformat_minor": 5 }