diff --git a/07_Alternate_image_processing_tools.pptx b/07_Alternate_image_processing_tools.pptx new file mode 100644 index 0000000000000000000000000000000000000000..74eef3c7b4b87229cd74a66e802d60e66502c6c8 Binary files /dev/null and b/07_Alternate_image_processing_tools.pptx differ diff --git a/07_examples/cellprofiler/SegmentBlobs.cpproj b/07_examples/cellprofiler/SegmentBlobs.cpproj new file mode 100644 index 0000000000000000000000000000000000000000..57d1f7de921f9ddc61a0bfc2229a208d0d21ed1a Binary files /dev/null and b/07_examples/cellprofiler/SegmentBlobs.cpproj differ diff --git a/07_examples/example_images.zip b/07_examples/example_images.zip new file mode 100644 index 0000000000000000000000000000000000000000..fc0eaa4a22a22aaf18be5fc5de613a4d7fbb4b30 Binary files /dev/null and b/07_examples/example_images.zip differ diff --git a/07_examples/imagej/make_random_images.ijm b/07_examples/imagej/make_random_images.ijm new file mode 100644 index 0000000000000000000000000000000000000000..0bba52f23f3824c07d37ee9575208d0f74787217 --- /dev/null +++ b/07_examples/imagej/make_random_images.ijm @@ -0,0 +1,77 @@ +// Random image generator +// +// This script expects to target folders and will generate two different kinds of +// random images according to its configuration. +// +// Author: Robert Haase, rhaase@mpi-cbg.de +// May 2019 +// +//////////////////////////////////////////////////////// + +target_folder_A = "C:/structure/teaching/lecture_applied_bioimage_analysis/07_examples/example_images/condition_A/" +target_folder_B = "C:/structure/teaching/lecture_applied_bioimage_analysis/07_examples/example_images/condition_B/" + +// how many images and how many objects per image? +number_of_images = 10; +number_of_cells_per_image = 25; +number_of_cells_standard_variation = 5; + +// configure intensity and size of the random blobs +condition_A_intensity = 0.5; +condition_B_intensity = 0.75; + +condition_A_blob_radius = 5; +condition_B_blob_radius = 10; + +// main loop for number of images +function main() { + for (i = 0; i < number_of_images; i++ ) { + makeAndSaveImage(target_folder_A + "ImageA" + i + ".tif", condition_A_intensity, condition_A_blob_radius); + makeAndSaveImage(target_folder_B + "ImageB" + i + ".tif", condition_B_intensity, condition_B_blob_radius); + } +} + +// makes an image with random blobs in given intensity and radius +function makeAndSaveImage(filename, intensity, radius) { + newImage("Image", "8-bit black", 512, 512, 1); + seedRandomBlobs(intensity, radius); + save(filename); + close(); +} + +// makes random blurry and noisy blobs +function seedRandomBlobs(intensity, radius) { + getDimensions(width, height, channels, slices, frames); + + number_of_objects = number_of_cells_per_image + random("gaussian") * number_of_cells_standard_variation; + + for (i = 0; i < number_of_objects; i++) { + + x = random() * width; + y = random() * height; + + // make a wobbly blob + for (j = 0; j < 5; j++) { + r = max(1, radius + (random("gaussian")-0.5) * radius); + makeOval(x + random() * r / 2 - r, y + random() * r / 2 - r, r * 2, r * 2); + run("Add...", "value=255"); + } + } + run("Select None"); + + run("Multiply...", "value=" + intensity); + + // blur the edges of the blobs and make the image noisy + run("Gaussian Blur...", "sigma=" + radius); + run("Add Specified Noise...", "standard=25"); +} + +function max(a, b) { + if (a > b) { + return a; + } else { + return b; + } +} + +main(); \ No newline at end of file diff --git a/07_examples/knime/BlobsSegmentation.knwf b/07_examples/knime/BlobsSegmentation.knwf new file mode 100644 index 0000000000000000000000000000000000000000..8eb98b4c6bbc0d9696296dace9468a4dfe6737ed Binary files /dev/null and b/07_examples/knime/BlobsSegmentation.knwf differ diff --git a/07_examples/knime/table_processing.knwf b/07_examples/knime/table_processing.knwf new file mode 100644 index 0000000000000000000000000000000000000000..c44b6db8dd06e8ac0c822726ca64a62a6a63948c Binary files /dev/null and b/07_examples/knime/table_processing.knwf differ diff --git a/07_examples/python/ImageProcessingInPython.ipynb b/07_examples/python/ImageProcessingInPython.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e8179fe204fe9a3f74d2aaaa2af36687964ab634 --- /dev/null +++ b/07_examples/python/ImageProcessingInPython.ipynb @@ -0,0 +1,1032 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Recap: Python\n", + "* Loops\n", + "* Conditions\n", + "* Custom functions" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5\n", + "6\n", + "7\n", + "8\n", + "9\n" + ] + } + ], + "source": [ + "for i in range(5,10):\n", + " print(i);" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Slow down!\n" + ] + } + ], + "source": [ + "distance = 50 # km\n", + "time = 0.5 # h\n", + "\n", + "speed = distance / time\n", + "\n", + "if (speed > 30):\n", + " print(\"Slow down!\")\n", + "else:\n", + " print(\"Hurry up!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "def sum(a, b):\n", + " return a + b\n", + "\n", + "print(sum(1, 2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How to list all files in a folder" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ImageA0.tif\n", + "ImageA1.tif\n", + "ImageA2.tif\n", + "ImageA3.tif\n", + "ImageA4.tif\n", + "ImageA5.tif\n", + "ImageA6.tif\n", + "ImageA7.tif\n", + "ImageA8.tif\n", + "ImageA9.tif\n" + ] + } + ], + "source": [ + "import os\n", + "directory = 'C:/structure/teaching/lecture_applied_bioimage_analysis/07_examples/example_images/condition_A/'\n", + "\n", + "file_list = os.listdir(directory)\n", + "\n", + "for filename in file_list:\n", + " if filename.endswith(\".tif\"):\n", + " print(filename)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with images\n", + "* Opening images\n", + "* Showing images" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "from tifffile import imread\n", + "\n", + "image = imread(\"C:/structure/data/blobs.tif\")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.imshow(image)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Filters\n", + "* Gaussian blur\n", + "* Thresholding\n", + "* Binary erosion" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage import filters\n", + "\n", + "blurred_image = filters.gaussian(image, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(blurred_image)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.48307635389561887\n" + ] + } + ], + "source": [ + "from skimage import filters\n", + "\n", + "threshold = filters.threshold_otsu(blurred_image)\n", + "print(threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "thresholded_image = blurred_image >= threshold\n", + "\n", + "plt.imshow(thresholded_image)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from skimage import morphology\n", + "\n", + "eroded_binary_image = morphology.binary_erosion(thresholded_image)\n", + "\n", + "plt.imshow(eroded_binary_image)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Connected components analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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