{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 14. Mixing Python and Fiji" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many tools to do image processing and data analysis, and all have their strengths and weaknesses, and ideally we should be able to combine them, and notebooks are an ideal playground for this. Here we focus on the possibility to use Fiji in the notebook environment. There are two possibilities: one can create notebooks to run exclusively Fiji or one can mix Python and Fiji in a notebook.\n", "\n", "For exclusive Fiji notebooks we encourage you to check the [extensive documentation](https://github.com/imagej/tutorials/tree/master/notebooks) available online from the Fiji community. You will find multiple notebooks there with extensive examples. As this is a Python course, we are going here to focus on the second aspect: how can we mix the Python and Fiji worlds. You can find a more complete description in [this notebook](https://nbviewer.jupyter.org/github/imagej/tutorials/blob/master/notebooks/1-Using-ImageJ/6-ImageJ-with-Python-Kernel.ipynb). We drew a lot of information from the latter notebook for this shorter overview.\n", "\n", "The possibility to \"import\" Fiji into Python is provided by the [Pyimagej](https://github.com/imagej/pyimagej) package. It offers various tools to exchange information betwee both worlds." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 14.1 Importing Fiji\n", "\n", "In order to have access to Fiji in the notebook, we need to import it first. This is done via the ```imagej``` pacakge and the function ```imagej.init()```. There are multiple ways to call it, allowing you to choose whether to install Imagej, Fiji, plugins, specific versions etc. You can check the table provided in [this notebook](https://github.com/imagej/tutorials/blob/master/notebooks/1-Using-ImageJ/6-ImageJ-with-Python-Kernel.ipynb) for details. Here we suggest only two possibilities:\n", "- ```ij = imagej.init('sc.fiji:fiji:2.0.0-pre-10')``` to import a specific version of Fiji including plugins\n", "- ```ij = imagej.init('/Applications/Fiji.app')``` to import your local installation of Fiji if you run the notebook on your own computer (not Binder or Colab).\n", "\n", "In the latter case, if you use a remote environment (Linux), you can download the most recent version of Fiji like this:\n", "```bash\n", "%%bash\n", "wget https://downloads.imagej.net/fiji/latest/fiji-linux64.zip\n", "apt install unzip\n", "unzip fiji-linux64.zip\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.0.0-rc-71/1.52i'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import imagej\n", "ij = imagej.init('sc.fiji:fiji:2.0.0-pre-10')\n", "#ij = imagej.init('/Applications/Fiji.app')\n", "ij.getVersion()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also import skimage and matplotlib to show how we can mix the two image processing environments:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "from skimage import io\n", "import skimage.filters\n", "import skimage.morphology\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 14.2 Re-using macros\n", "\n", "Let's imagine the following situation: you developed a macro (e.g. using the macro recorder) to segmen " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To run macros, you need to use the ```ij.py.run_macro``` command. You can essentially copy/paste the content of the macro recorder in the function, and it will run that command. For example if we do ```File -> Open Samples -> Blobs(25K)``` in Fiji it will record the command ```run(\"Blobs (25K)\");```. Now we copy:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ij.py.run_macro(\"\"\"run(\"Blobs (25K)\");\"\"\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are using Fiji in headless mode here, so no image is appearing but it \"exists\" in the background. To pull recover it we need access to Fiji's WindowManager, and thus have to import that class:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from jnius import autoclass\n", "WindowManager = autoclass('ij.WindowManager')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ ">" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blobs = WindowManager.getCurrentImage()\n", "blobs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the output is not a numpy array but a Java object. We can use a utility from pyimagej that converts and displays the image for us:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ij.py.show(blobs, cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively we can also manually convert the Java image into a numpy array to display it. For that we need to transfer the image from the \"java-world\" to the \"numpy-world\" using ```ij.py``` utilities:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "jnius.reflect.ij.ImagePlus" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(blobs)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blob_np = ij.py.from_java(blobs)\n", "type(blob_np)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(blob_np, cmap = 'gray');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also send the numpy array back the Java for further Fiji processing:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "jnius.reflect.net/imglib2/python/ReferenceGuardingRandomAccessibleInterval" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blob_back = ij.py.to_java(blob_np)\n", "type(blob_back)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, just as in Fiji, we can run multiple macro commands. Since we don't see the image, you just have to imagine that each command operates on the current image. For example we can import an image and then blur it with a Gaussian filter:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ij.py.run_macro(\"\"\"run(\"Blobs (25K)\");\"\"\");" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ij.py.run_macro(\"\"\"run(\"Gaussian Blur...\", \"sigma=10\");\"\"\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = WindowManager.getCurrentImage()\n", "ij.py.show(result, cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can combine all steps in a single macro command. We can even pass arguments using the ```args``` option. For example here we pass the Gaussian width as an argument. Note that this variable has to be \"declared\" in the macro too:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "macro = \"\"\"\n", "#@ int sigma\n", "run(\"Blobs (25K)\");\n", "run(\"Gaussian Blur...\", \"sigma=\" + sigma);\n", "\"\"\"\n", "args = {\n", " 'sigma': 20,\n", "}\n", "ij.py.run_macro(macro, args);\n", "result = WindowManager.getCurrentImage()\n", "ij.py.show(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ans we can use this as regular Python code, e.g. to see the results by varying sigma:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "images = []\n", "for s in range(1,5):\n", " args['sigma'] = s\n", " ij.py.run_macro(macro, args);\n", " result = WindowManager.getCurrentImage()\n", " images.append(ij.py.from_java(result))\n", "\n", "fig = plt.figure()\n", "for i in range(1,5):\n", " ax = fig.add_subplot(2, 2, i)\n", " ax.imshow(images[i-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 14.3 Complete workflows\n", "\n", "The possibility to combine Fiji macros and Python code (and don't forget you can use also more advanced features like ImageJ ops) allows us to create complete workflows from data import to publication ready plots. This is possible thanks to Python's strength in data analysis compared to the Fiji environment.\n", "\n", "We illustrate this with an analysis, where we want to determine the effect of blurring on the final size of detected blobs (obviously we don't need Fiji for a simple blurring, but this is meant as an example). We will run the blurring via a Fiji macro and then recover the image, analyze the objects with skimage and finally analyze data with Pandas and Matplotlib:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "all_regions = []\n", "for s in range(1,15,3):\n", " # adjust sigma value\n", " args['sigma'] = s\n", " \n", " # run macro and recover image\n", " ij.py.run_macro(macro, args);\n", " result = WindowManager.getCurrentImage()\n", " image = ij.py.from_java(result)\n", " \n", " # do thresholding and region analysis with skimage\n", " image_th = image > skimage.filters.threshold_otsu(image)\n", " regions = skimage.measure.regionprops_table(skimage.morphology.label(image_th),\n", " properties=('label','area'))\n", " regions['sigma'] = s\n", " all_regions.append(pd.DataFrame(regions))\n", "\n", "# assemble resluts in single dataframe\n", "analyzed = pd.concat(all_regions)\n", "\n", "# use Pandas to calculate some statistics\n", "result = analyzed.groupby('sigma').mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sigmalabelarea
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" ], "text/plain": [ " sigma label area\n", "0 1 31.5 356.322581\n", "1 4 29.5 370.051724\n", "2 7 20.5 578.750000\n", "3 10 13.0 1036.160000\n", "4 13 8.5 1631.187500" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(result.sigma, result.area,'-ok')\n", "ax.set_xlabel('$\\sigma$', fontdict= {'fontsize':20})\n", "ax.set_ylabel('Area', fontdict= {'fontsize':20});\n", "ax.grid(True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" }, "nteract": { "version": "0.21.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }