diff --git a/detection/2D_blob_detection.ipynb b/detection/2D_blob_detection.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..4a72b08077a27d621552026a33dffa296884f8ed --- /dev/null +++ b/detection/2D_blob_detection.ipynb @@ -0,0 +1,206 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "138d2f38", + "metadata": {}, + "source": [ + "# 2D blob detection\n", + "Author: Felipe Delestro (fima@dtu.dk)\n", + "\n", + "This Notebook performs a simple blob detection in a 2D image" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "61fed336", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import qim3d\n", + "import matplotlib.pyplot as plt\n", + "from skimage.feature import blob_log" + ] + }, + { + "cell_type": "markdown", + "id": "5d014011", + "metadata": {}, + "source": [ + "## Load and prepare the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "5fa00477", + "metadata": {}, + "outputs": [], + "source": [ + "# Load the data using the qim3d data loader\n", + "vol = qim3d.io.load(\"../resources/img3d/cement_128x128x128.tif\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5f293c27", + "metadata": {}, + "outputs": [], + "source": [ + "# Select one slice from the 3D volume\n", + "img = vol[32]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "541680f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Check the slice\n", + "fig, ax = plt.subplots(figsize=(6,6))\n", + "ax.imshow(img, cmap='gray')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d7427573", + "metadata": {}, + "outputs": [], + "source": [ + "# Blob detection works for objects brighter than the background, so we invert the image\n", + "img = np.invert(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c61e6653", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Check the slice\n", + "fig, ax = plt.subplots(figsize=(6,6))\n", + "ax.imshow(img, cmap='gray')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "id": "dc0db350", + "metadata": {}, + "source": [ + "## Blob detection" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "16fb7512", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total of 115 detected objects\n" + ] + } + ], + "source": [ + "detections = blob_log(img, min_sigma=2, max_sigma=6, num_sigma=12, threshold=.02)\n", + "print (f\"Total of {len(detections)} detected objects\")" + ] + }, + { + "cell_type": "markdown", + "id": "be984c57", + "metadata": {}, + "source": [ + "### Display results" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "fa3d997d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compute radii in the 3rd column.\n", + "detections[:, 2] = detections[:, 2] * np.sqrt(2)\n", + "\n", + "# Show circles\n", + "fig, ax = plt.subplots(figsize=(6, 6))\n", + "ax.imshow(img, cmap='gray')\n", + "for detection in detections:\n", + " y, x, r = detection\n", + " c = plt.Circle((x, y), r, color=\"#FF5733\", linewidth=2, fill=False, alpha=0.5)\n", + " ax.add_patch(c)\n", + " \n", + "ax.set_axis_off()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}