{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Count Animals" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ".. figure:: ../images/example_counts.png\n", " :alt: An example showing penguin counts\n", "\n", " Left: image of clickpoints to count penguins. Right: number of penguins counted.\n", "\n", "In the example, we show how the ClickPoints can be used to count animals in an image.\n", "\n", "The example contains some images recorded with a GoPro Hero 2 camera, located at the Baie du Marin King penguin colony on Possession Island of the Crozet Archipelago [Bohec137]_. Two marker types, \"adult\" and \"juvenile\" where added in ClickPoints to count two types of animals.\n", "\n", "The the counts can be evaluated using a small script." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "nbsphinx": "hidden" }, "outputs": [], "source": [ "import os\n", "from urllib.request import urlretrieve\n", "\n", "# load the database from the example repository and the first image as an example\n", "urls = [\"https://bitbucket.org/fabry_biophysics/clickpointsexamples/raw/tip/PenguinCount/count.cdb\", \"https://bytebucket.org/fabry_biophysics/clickpointsexamples/raw/tip/PenguinCount/20150312-110000_microbs_GoPro.jpg\"]\n", "for url in urls:\n", " file = os.path.basename(url)\n", " if not os.path.exists(file):\n", " print(\"Downloading File\", file)\n", " urlretrieve(url, file)" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Open the the database where the animals were clicked." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "path count.cdb\n", "Open database with version 18\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import clickpoints\n", "\n", "# open database\n", "db = clickpoints.DataFile(\"count.cdb\")" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Iterave over the images using :py:meth:`~.DataFile.getImages` to get :py:class:`Image` objects. Then query the :py:class:`Marker` objects for each image and for the two marker types (see :py:meth:`~.DataFile.getMarkers`)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# iterate over images\n", "for index, image in enumerate(db.getImages()):\n", " # get count of adults in current image\n", " marker = db.getMarkers(image=image, type=\"adult\")\n", " bar1 = plt.bar(index-0.15, marker.count(), color='C0', width=0.3)\n", "\n", " # get count of juveniles in current image\n", " marker = db.getMarkers(image=image, type=\"juvenile\")\n", " bar2 = plt.bar(index+0.15, marker.count(), color='C1', width=0.3)\n", "\n", "# add labels\n", "plt.ylabel(\"# of animals\")\n", "plt.xticks([0, 1, 2], [\"image 1\", \"image 2\", \"image 3\"])\n", "# add a lagend\n", "plt.legend((bar1[0], bar2[0]), (\"adult\", \"juvenile\"))\n", "# display the plot\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Now we want to plot an example image with the image and the markers as points in the image. \n", "We can now use :py:meth:`~.DataFile.getImage` to get the first image of the sequence and load the data from this file. This can now be displayed with matplotlib. Then we use the image and type keyword of the :py:meth:`~.DataFile.getMarkers` function to filter out only markers from this image and the given type." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Bk08+yeW7rtDrWHhGtnUpe/u7RFFEmnap6wrXcRCqwfM9pCOYzxZ0krSFjjqM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wnpD8qkUwkOHTrM1PQkvmuzc+cYCdOkb2iQSrmCpunRnW/g8sorr9Bpt4gnk8iqRCKV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Rijyipx4pGlUBQaH3/+U5yNB/z43ff5/g++hWUaODWFNCrotDpoVoqqVllZvsBkOqFdX8AP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get the first image\n", "im_entry = db.getImage(0)\n", "\n", "# we load the pixel data from the Image database entry\n", "im_pixel = im_entry.data\n", "\n", "# plot the image\n", "plt.imshow(im_pixel, cmap=\"gray\")\n", "\n", "# iterate over the adults in the image\n", "for marker in db.getMarkers(image=im_entry, type=\"adult\"):\n", " # plot the coordinates of the marker\n", " plt.plot(marker.x, marker.y, 'C0o', ms=2)\n", " \n", "# iterate over the juveniles in the iamge\n", "for marker in db.getMarkers(image=im_entry, type=\"juvenile\"):\n", " # plot the coordinates of the marker\n", " plt.plot(marker.x, marker.y, 'C1o', ms=2)\n", "\n", "# zoom into the image\n", "plt.xlim(100, 2000)\n", "plt.ylim(1200, 400)\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ".. rubric:: References\n", "\n", ".. [Bohec137] Celine Le Bohec. Programme 137 ‘ecophy-antavia’ of the french polar institute paul-emile victor (ipev).\n" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 0 }