{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ImageJ with Python Kernel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook covers how to use ImageJ as a library from Python. A major advantage of this approach is the ability to combine ImageJ with other tools available from the Python software ecosystem, including [NumPy](https://www.numpy.org/), [SciPy](https://www.scipy.org/), [scikit-image](https://scikit-image.org/), [CellProfiler](https://cellprofiler.org/), [OpenCV](https://opencv.org/), [ITK](https://itk.org/) and more.\n", "\n", "This notebook assumes familiarity with the ImageJ API. Detailed tutorials in that regard can be found in the [other notebooks](../ImageJ-Tutorials-and-Demo.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Starting ImageJ from Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [pyimagej](https://pypi.org/project/pyimagej/) module enables access to the entire ImageJ API from Python in a natural way.\n", "\n", "Let's initialize an ImageJ gateway including Fiji plugins, at a reproducible version:" ] }, { "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.getVersion()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ways to initialize\n", "\n", "| Requirement | Code1 | Reproducible?2 |\n", "|:----------------------------------------------|:---------------------------------------------------------------------|:-------------------------:|\n", "| Newest available version of ImageJ | `ij = imagej.init()` | NO |\n", "| Specific version of ImageJ | `ij = imagej.init('net.imagej:imagej:2.0.0-rc-71')` | YES |\n", "| With a GUI (newest version) | `ij = imagej.init(headless=False)` | NO |\n", "| With a GUI (specific version) | `ij = imagej.init('net.imagej:imageJ:2.0.0-rc-71', headless=False)` | YES |\n", "| With support for ImageJ 1.x (newest versions) | `ij = imagej.init('net.imagej:imagej+net.imagej:imagej-legacy')` | NO |\n", "| With Fiji plugins (newest version) | `ij = imagej.init('sc.fiji:fiji')` | NO |\n", "| With Fiji plugins (specific version) | `ij = imagej.init('sc.fiji:fiji:2.0.0-pre-10')` | YES |\n", "| From a local installation | `ij = imagej.init('/Applications/Fiji.app')` | DEPENDS |\n", "\n", "1 pyimagej uses [`jgo`](https://github.com/scijava/jgo) internally to call up ImageJ, so all of these initializations are tied to the usage of `jgo`. You can read up on the [usage of `jgo`](https://github.com/scijava/jgo#usage) to find out more about this initialization.\n", "\n", "2 ___Reproducible___ means code is stable, executing the same today, tomorrow, and in years to come. While it is convenient and elegant to depend on the newest version of a program, behavior may change when new versions are released—for the better if bugs are fixed; for the worse if bugs are introduced—and people executing your notebook at a later time may encounter broken cells, unexpected results, or other more subtle behavioral differences. You can help avoid this pitfall by pinning to a specific version of the software. The British Ecological Society published [Guide to Better Science: Reproducible Code](https://www.britishecologicalsociety.org/wp-content/uploads/2018/12/BES-Reproducible-Code.pdf) diving into the relevant challenges in more detail, including an [R](https://www.r-project.org/)-centric illustration of best practices. A web search for `reproducible python` also yields several detailed articles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Increasing the memory available to Java" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Java's virtual machine (the JVM) has a \"max heap\" value limiting how much\n", "memory it can use. You can increase it:\n", "\n", "```python\n", "import scyjava_config\n", "scyjava_config.add_options('-Xmx6g')\n", "import imagej\n", "ij = imagej.init()\n", "```\n", "\n", "Replace `6g` with the amount of memory Java should have. You can also pass\n", "[other JVM arguments](https://docs.oracle.com/javase/8/docs/technotes/tools/unix/java.html).\n", "\n", "Without having specified the max heap value explicitly, here is how much memory this notebook's JVM has available:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'ImageJ 2.0.0-rc-71/1.52i; Java 1.8.0_192 [x86_64]; 228MB of 3641MB'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ij.getApp().getInfo(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A simple example: `ij.py.show()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ImageJ can display numpy images using `ij.py.show`. Let's demonstrate using `scikit-image` to grab a sample:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import io\n", "import numpy as np\n", "img = io.imread('https://samples.fiji.sc/new-lenna.jpg')\n", "img = np.mean(img[500:1000,300:850], axis=2)\n", "ij.py.show(img, cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Converting to Java: `ij.py.to_java`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `to_java` is capable of converting common Python and numpy data types into their Java/ImageJ equivalent. There is one important nuance; converting a numpy array to java creates a java object that points to the numpy array. This means that **changing the java object also changes the numpy array**.\n", "\n", "Let's take a look at lists:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "# Lists convert and handle simply\n", "ex_list = [1, 2, 3, 4]\n", "print(type(ex_list))\n", "java_list = ij.py.to_java(ex_list)\n", "print(type(java_list))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A java list can be accessed the same as a python list. Changing values in the python list does not change values in the java_list" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ex_list[0] = 4\n", "java_list[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By contrast, ops can operate on numpy arrays and change them, though you need to wrap the arrays in `to_java` first." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 5., 12.],\n", " [21., 32.]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "arr1 = np.array([[1, 2], [3, 4]])\n", "arr2 = np.array([[5, 6], [7, 8]])\n", "arr_output = ij.py.new_numpy_image(arr1)\n", "\n", "ij.op().run('multiply', ij.py.to_java(arr_output), ij.py.to_java(arr1), ij.py.to_java(arr2))\n", "arr_output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Technical note for using ops on numpy arrays\n", "Numpy arrays become `RandomAccessibleInterval`s and can substitute for `IterableInterval`s. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(type(ij.py.to_java(arr1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you need to trouble shoot op workings, look for implementations that use only `IterableInterval`s or `RandomAccessibleInterval`s. To find the implementations use the `print(ij.op().help())` function.\n", "\n", "For the multiply function the implementation we used is second to last (`net.imagej.ops.math.IIToRAIOutputII$Multiply`)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available operations:\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyByte(\n", "\t\tArrayImg arg,\n", "\t\tbyte value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyDouble(\n", "\t\tArrayImg arg,\n", "\t\tdouble value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyFloat(\n", "\t\tArrayImg arg,\n", "\t\tfloat value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyInt(\n", "\t\tArrayImg arg,\n", "\t\tint value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyLong(\n", "\t\tArrayImg arg,\n", "\t\tlong value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyShort(\n", "\t\tArrayImg arg,\n", "\t\tshort value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyUnsignedByte(\n", "\t\tArrayImg arg,\n", "\t\tbyte value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyUnsignedInt(\n", "\t\tArrayImg arg,\n", "\t\tint value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyUnsignedLong(\n", "\t\tArrayImg arg,\n", "\t\tlong value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImageP$MultiplyUnsignedShort(\n", "\t\tArrayImg arg,\n", "\t\tshort value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyByte(\n", "\t\tArrayImg arg,\n", "\t\tbyte value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyDouble(\n", "\t\tArrayImg arg,\n", "\t\tdouble value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyFloat(\n", "\t\tArrayImg arg,\n", "\t\tfloat value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyInt(\n", "\t\tArrayImg arg,\n", "\t\tint value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyLong(\n", "\t\tArrayImg arg,\n", "\t\tlong value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyShort(\n", "\t\tArrayImg arg,\n", "\t\tshort value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyUnsignedByte(\n", "\t\tArrayImg arg,\n", "\t\tbyte value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyUnsignedInt(\n", "\t\tArrayImg arg,\n", "\t\tint value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyUnsignedLong(\n", "\t\tArrayImg arg,\n", "\t\tlong value)\n", "\t(ArrayImg arg) =\n", "\tnet.imagej.ops.math.ConstantToArrayImage$MultiplyUnsignedShort(\n", "\t\tArrayImg arg,\n", "\t\tshort value)\n", "\t(IterableInterval out?) =\n", "\tnet.imagej.ops.math.IIToIIOutputII$Multiply(\n", "\t\tIterableInterval out?,\n", "\t\tIterableInterval in1,\n", "\t\tIterableInterval in2)\n", "\t(NumericType out?) =\n", "\tnet.imagej.ops.math.NumericTypeBinaryMath$Multiply(\n", "\t\tNumericType out?,\n", "\t\tNumericType in1,\n", "\t\tNumericType in2)\n", "\t(int result) =\n", "\tnet.imagej.ops.math.PrimitiveMath$IntegerMultiply(\n", "\t\tint a,\n", "\t\tint b)\n", "\t(long result) =\n", "\tnet.imagej.ops.math.PrimitiveMath$LongMultiply(\n", "\t\tlong a,\n", "\t\tlong b)\n", "\t(float result) =\n", "\tnet.imagej.ops.math.PrimitiveMath$FloatMultiply(\n", "\t\tfloat a,\n", "\t\tfloat b)\n", "\t(double result) =\n", "\tnet.imagej.ops.math.PrimitiveMath$DoubleMultiply(\n", "\t\tdouble a,\n", "\t\tdouble b)\n", "\t(RealType out) =\n", "\tnet.imagej.ops.math.BinaryRealTypeMath$Multiply(\n", "\t\tRealType out,\n", "\t\tRealType in1,\n", "\t\tRealType in2)\n", "\t(IterableInterval out?) =\n", "\tnet.imagej.ops.math.ConstantToIIOutputII$Multiply(\n", "\t\tIterableInterval out?,\n", "\t\tIterableInterval in,\n", "\t\tNumericType value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyByte(\n", "\t\tPlanarImg arg,\n", "\t\tbyte value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyDouble(\n", "\t\tPlanarImg arg,\n", "\t\tdouble value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyFloat(\n", "\t\tPlanarImg arg,\n", "\t\tfloat value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyInt(\n", "\t\tPlanarImg arg,\n", "\t\tint value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyLong(\n", "\t\tPlanarImg arg,\n", "\t\tlong value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyShort(\n", "\t\tPlanarImg arg,\n", "\t\tshort value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyUnsignedByte(\n", "\t\tPlanarImg arg,\n", "\t\tbyte value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyUnsignedInt(\n", "\t\tPlanarImg arg,\n", "\t\tint value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyUnsignedLong(\n", "\t\tPlanarImg arg,\n", "\t\tlong value)\n", "\t(PlanarImg arg) =\n", "\tnet.imagej.ops.math.ConstantToPlanarImage$MultiplyUnsignedShort(\n", "\t\tPlanarImg arg,\n", "\t\tshort value)\n", "\t(IterableInterval out?) =\n", "\tnet.imagej.ops.math.IIToRAIOutputII$Multiply(\n", "\t\tIterableInterval out?,\n", "\t\tIterableInterval in1,\n", "\t\tRandomAccessibleInterval in2)\n", "\t(RandomAccessibleInterval out) =\n", "\tnet.imagej.ops.math.ConstantToIIOutputRAI$Multiply(\n", "\t\tRandomAccessibleInterval out,\n", "\t\tIterableInterval in,\n", "\t\tNumericType value)\n" ] } ], "source": [ "# Print is required to render newlines\n", "print(ij.op().help('multiply'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process numpy arrays in IJ\n", "`to_java` also works to convert into ImageJ types. Let's grab an image:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import an image with scikit-image.\n", "# NB: Blood vessel image from: https://www.fi.edu/heart/blood-vessels\n", "from skimage import io\n", "url = 'https://www.fi.edu/sites/fi.live.franklinds.webair.com/files/styles/featured_large/public/General_EduRes_Heart_BloodVessels_0.jpg'\n", "img = io.imread(url)\n", "img = np.mean(img, axis=2)\n", "ij.py.show(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any `Op` that requires a `RandomAccessibleInterval` can run on a numpy array that has been passed to `to_java`. Remember that this method creates a `view`, meaning that the `Op` is **modifying** the underlying Python object:\n", "\n", "Let's run a [Difference of Gaussians](https://en.wikipedia.org/wiki/Difference_of_Gaussians) on our numpy image using ImageJ:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = np.zeros(img.shape)\n", "# these sigmas will be nice for the larger sections\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": [ "## Send an ImageJ image into NumPy: `ij.py.from_java`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`from_java` works in reverse of `to_java` and can be used to further process ImageJ data types with numpy, scikit-image, etc. \n", "\n", "Open an image from the url using the IJ scripting interface and then send it to a numpy array." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "url_colony = 'https://wsr.imagej.net/images/Cell_Colony.jpg'\n", "\n", "# Load the image\n", "cell_colony = ij.io().open(url_colony)\n", "\n", "# Send it to numpy\n", "numpy_colony = ij.py.from_java(cell_colony)\n", "\n", "# Display the image\n", "ij.py.show(numpy_colony, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Warning: RGB and other axis conventions must be handled manually\n", "\n", "Numpy is reverse indexed from ImageJ, e.g. axis order in numpy is ZYX and in ImageJ is (by default) XYZ. In addition, numpy and matplotlib have alimited understanding of axis conventions and only natively handle 3-channel RGB images as YXC. However, conversion between numpy and ImageJ is currently handled by simply reversing the axis order, so taking an ImageJ RGB -> numpy needs an additional step to plot correctly.\n", "\n", "A future update will add ways of handling this using pyimagej, but this is currently in the hands of the user. For the time being this is how you can get around the issue:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3, 1279, 853)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the image into IJ\n", "ij_img = ij.io().open('https://samples.fiji.sc/new-lenna.jpg')\n", "\n", "# Convert the image to a numpy array\n", "img_from_ij = ij.py.from_java(ij_img)\n", "\n", "np.shape(img_from_ij)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the channel dimension comes first. Now that we have the image we can ready it for plotting:" ] }, { "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": [ "# Hint: There are two barriers to plotting the image: the axis order, and that matplotlib only plot 8-bit RGB images\n", "# Convert to 8-bit\n", "img_as_8bit = img_from_ij.astype(int)\n", "\n", "# Fix the axis order\n", "img_as_rgb = np.moveaxis(img_as_8bit, 0, -1)\n", "\n", "# Plot the image\n", "ij.py.show(img_as_rgb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convenience methods of `ij.py`\n", "These methods can be helpful, especially if you do not know beforehand of which type your image is.\n", "\n", "### `ij.py.dims`\n", "This can be used to determine the dimensions of a numpy **or** ImageJ image:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 10)\n", "[10, 10]\n" ] } ], "source": [ "# numpy image\n", "img1 = np.zeros([10, 10])\n", "print(ij.py.dims(img1))\n", "\n", "# imagej image\n", "img2 = ij.py.to_java(img1)\n", "print(ij.py.dims(img2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `ij.py.new_numpy_image`\n", "Takes a single image argument, which can either be a numpy image or an imagej image" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "# create a new numpy image from a numpy image\n", "img3 = ij.py.new_numpy_image(img1)\n", "print(type(img3))\n", "\n", "# create a new numpy image from an imagej image\n", "img4 = ij.py.new_numpy_image(img2)\n", "print(type(img4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running macros, scripts, and plugins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using ImageJ macros: `ij.py.run_macro`\n", "Running an IJ1 style macro is as simple as providing the macro code in a string, and the arguments in a dictionary to `run_macro`. Modify the following cell to print your name, age, and city." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello Chuckles. You are 13 years old, and live in Nowhere.\n" ] } ], "source": [ "macro = \"\"\"\n", "#@ String name\n", "#@ int age\n", "#@ String city\n", "#@output Object greeting\n", "greeting = \"Hello \" + name + \". You are \" + age + \" years old, and live in \" + city + \".\"\n", "\"\"\"\n", "args = {\n", " 'name': 'Chuckles',\n", " 'age': 13,\n", " 'city': 'Nowhere'\n", "}\n", "result = ij.py.run_macro(macro, args)\n", "print(result.getOutput('greeting'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running scripts in other languages is similar, but you also have to specify the file extension for the scripting language it is written in." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello Chuckles. You are 13 years old, and live in Nowhere.\n" ] } ], "source": [ "language_extension = 'ijm'\n", "result_script = ij.py.run_script(language_extension, macro, args)\n", "print(result_script.getOutput('greeting'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Run a plugin: `ij.py.run_plugin`\n", "Finally, running plugins works in the same manner as macros. You simply enter the plugin name as a string and the arguments in a dict. For the few plugins that use IJ2 style macros (i.e., explicit booleans in the recorder), set the optional variable `ij1_style=False`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example works with IJ1 windows, opening images entirely within IJ and then getting the results. Working with IJ1 windows requires importing another class, which is done using the jnius framework. The jnius.autoclass function can import other java classes for similar purposes." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">\n" ] } ], "source": [ "from jnius import autoclass\n", "WindowManager = autoclass('ij.WindowManager')\n", "ij.py.run_macro(\"\"\"run(\"Blobs (25K)\");\"\"\")\n", "blobs = WindowManager.getCurrentImage()\n", "print(blobs)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ij.py.show(blobs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run plugins that require open IJ1 windows on blobs" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ ">" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plugin = 'Mean'\n", "args = { \n", " 'block_radius_x': 10,\n", " 'block_radius_y': 10\n", "}\n", "\n", "ij.py.run_plugin(plugin, args)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = WindowManager.getCurrentImage()\n", "result = ij.py.show(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can list any active IJ1 windows with the following command." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['blobs.gif']\n" ] } ], "source": [ "print(ij.py.from_java(ij.window().getOpenWindows()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can close any IJ1 windows through the following command." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[]\n" ] } ], "source": [ "ij.window().clear()\n", "print(ij.py.from_java(ij.window().getOpenWindows()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing large images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we begin: how much memory is Java using right now?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'53 of 3641 MB (1%)'" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from jnius import autoclass\n", "Runtime = autoclass('java.lang.Runtime')\n", "def java_mem():\n", " rt = Runtime.getRuntime()\n", " mem_max = rt.maxMemory()\n", " mem_used = rt.totalMemory() - rt.freeMemory()\n", " return '{} of {} MB ({}%)'.format(\n", " int(mem_used / 2**20),\n", " int(mem_max / 2**20),\n", " int(100 * mem_used / mem_max))\n", "java_mem()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's open an obnoxiously huge synthetic dataset:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "big_data = ij.scifio().datasetIO().open('lotsofplanes&lengths=512,512,16,1000,10000&axes=X,Y,Channel,Z,Time.fake')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many total samples does this image have?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'38.14697265625 terapixels'" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "dims = [big_data.dimension(d) for d in range(big_data.numDimensions())]\n", "pix = np.prod(dims)\n", "str(pix / 2**40) + \" terapixels\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And how much did memory usage in Java increase?" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'823 of 3641 MB (22%)'" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "java_mem()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize this beast. First, we define a function for slicing out a single plane:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plane(image, pos):\n", " while image.numDimensions() > 2:\n", " image = ij.op().transform().hyperSliceView(image, image.numDimensions() - 1, pos[-1])\n", " pos.pop()\n", " return ij.py.from_java(image)\n", "\n", "ij.py.show(plane(big_data, [0, 0, 0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But we can do better. Let's provide some interaction. First, a function to extract the _non-planar_ axes as a dict:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Channel': 16, 'Z': 1000, 'Time': 10000}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from jnius import autoclass, cast\n", "CalibratedAxis = autoclass('net.imagej.axis.CalibratedAxis')\n", "\n", "def axes(dataset):\n", " axes = {}\n", " for d in range(2, dataset.numDimensions()):\n", " axis = cast(CalibratedAxis, dataset.axis(d))\n", " label = axis.type().getLabel()\n", " length = dataset.dimension(d)\n", " axes[label] = length\n", " return axes\n", "\n", "axes(big_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now, we have the tools we need to use `ipywidgets.interact` for any N-dimensional image!" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6c8af56bd9894a818cffb655fb5047cb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, description='Channel', max=15), IntSlider(value=0, description='Z', m…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import ipywidgets, matplotlib\n", "\n", "widgets = {}\n", "for label, length in axes(big_data).items():\n", " widgets[label] = ipywidgets.IntSlider(description=label, max=length-1)\n", "\n", "def f(**kwargs):\n", " matplotlib.pyplot.imshow(plane(big_data, list(kwargs.values())), cmap='gray')\n", "ipywidgets.interact(f, **widgets);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Troubleshooting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I can't pass my numpy image through to an `Op`\n", "\n", "`ij.py` is really good at converting numpy images into `RandomAccessibleInterval`s. However many `Op`s, like `addPoissonNoise`, take other forms of ImageJ images, like `IterableInterval`." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available operations:\n", "\t(RealType out) =\n", "\tnet.imagej.ops.filter.addPoissonNoise.AddPoissonNoiseRealType(\n", "\t\tRealType out,\n", "\t\tRealType in,\n", "\t\tlong seed?)\n", "\t(IterableInterval out) =\n", "\tnet.imagej.ops.filter.addPoissonNoise.AddPoissonNoiseMap(\n", "\t\tIterableInterval out,\n", "\t\tIterableInterval in)\n" ] } ], "source": [ "print(ij.op().help('filter.addPoissonNoise'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can't call this `Op` on a numpy array since it is a specialized type of `RandomAccessibleInterval`, which does not extend `IterableInterval`." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Create a numpy image using scikit\n", "img = io.imread('https://imagej.net/images/clown.jpg')\n", "\n", "ij.py.show(img)\n", "print(type(ij.py.to_java(img)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fix this by using `transform.flatIterableView` on both the input and output, which will convert the `ReferenceGuardedRandomAccessibleInterval`s into `IterableInterval`s, allowing us to pass our numpy image into `addPoissonNoise`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING 2019-02-06 11:30:10,325: Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = ij.py.new_numpy_image(img)\n", "\n", "imgIterable = ij.op().transform().flatIterableView(ij.py.to_java(img))\n", "resIterable = ij.op().transform().flatIterableView(ij.py.to_java(result))\n", "\n", "ij.op().filter().addPoissonNoise(resIterable, imgIterable)\n", "\n", "ij.py.show(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uh oh.\n", "\n", "### Clipping input data to the valid range for imshow with RGB data ([0..1] for floats of [0..255] for integers\n", "\n", "This message is given either because (as described in the warning)\n", "\n", "* The data consists of floats that are outside the range of [0..1]. This is pretty common and definitely is the case as to why the above data looks so bad.\n", "* The data consists of ints that are outside the range [0..255].\n", "\n", "Let's find out which is the culprit by checking some values of `result`:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[252. 157. 45.]\n", " [255. 138. 57.]\n", " [240. 158. 44.]\n", " [256. 147. 47.]\n", " [261. 175. 40.]]\n" ] } ], "source": [ "# grab the RGB values in a line from [0][5] to [0][10] in our image\n", "print(result[0][5:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus we not only have floats outside of [0..1] but also values outside of [0..255]; we are faulty of both points in the warning. We can fix this by first [clipping](https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.clip.html) the entire array within the integer range, then cast to `uint8` so that the float range no longer applies:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ij.py.show(img.astype(int))\n", " \n", "result = np.clip(result, 0, 255)\n", "ij.py.show(result.astype(np.uint8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now our noisy image displays nicely alongside the original. Note that depending on your data this might not be the right path for you, but using `clip` and `astype` are great tools for rearranging your data within these bounds." ] } ], "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": "3.7.1" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "307px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }