{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ImageJ in Python\n", "\n", "This notebook shows how to use ImageJ as a Python library and uses the OMERO Python API to connect to an OMERO server.\n", "\n", "We load a Zarr image from a public S3 repository\n", "\n", "In this setup, Fiji has already been installed. \n", "We will use the [pyimagej](https://pypi.org/project/pyimagej/) library to access to the entire ImageJ API from Python." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting package metadata (current_repodata.json): done\n", "Solving environment: done\n", "\n", "\n", "==> WARNING: A newer version of conda exists. <==\n", " current version: 4.7.12\n", " latest version: 4.8.3\n", "\n", "Please update conda by running\n", "\n", " $ conda update -n base -c defaults conda\n", "\n", "\n", "\n", "# All requested packages already installed.\n", "\n", "\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%conda install dask zarr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "import dask.array as da\n", "import zarr\n", "from dask.diagnostics import ProgressBar\n", "\n", "import imagej" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Starting ImageJ from Python" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.0.0-rc-69/1.52p'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ij = imagej.init('/srv/conda/vnc/Fiji.app')\n", "ij.getVersion()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "image_id = 6001240" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 26.1s\n", "(1, 2, 236, 275, 271)\n" ] } ], "source": [ "def load_binary_from_s3(id, resolution='0'):\n", " endpoint_url = 'https://uk1s3.embassy.ebi.ac.uk/'\n", " root = 'idr/zarr/v0.1/%s.zarr/%s/' % (id, resolution)\n", " data = da.from_zarr(endpoint_url + root)\n", " with ProgressBar():\n", " return numpy.asarray(da.from_zarr(endpoint_url + root))\n", "\n", "img = load_binary_from_s3(image_id)\n", "print(img.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display image using `ij.py.show()`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 2, 275, 271)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img_new = numpy.mean(img, axis=2)\n", "print(img_new.shape)\n", "ij.py.show(img_new[0, 0, :, :], cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process numpy arrays in ImageJ\n", "\n", "We use the method `to_java()` to convert into ImageJ types." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = img_new[0, 0, :, :]\n", "result = numpy.zeros(img.shape)\n", "sigma1 = 8\n", "sigma2 = 2\n", "# note the use of to_java on img and result to turn the numpy images into RAIs\n", "ij.op().filter().dog(\n", " ij.py.to_java(result),\n", " ij.py.to_java(img),\n", " sigma1,\n", " sigma2)\n", "# purple highlights the edges of the vessels, green highlights the centers\n", "ij.py.show(result, cmap = 'PRGn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### License (BSD 2-Clause)\n", "Copyright (c) 2021, University of Dundee All rights reserved.\n", "\n", "Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:\n", "\n", "Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. " ] } ], "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": "3.7.10" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": false, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": false, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }