{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Get Markers" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "This example will explain how to retrieve markers from a existing clickpoints database and use them for evaluation. The example database contains three images with markers of two different types (\"adult\" and \"juvenile\").\n", "\n", "First two simple examples explain how to receive the data from the database, then two examples also show how to plot the data, and finally one example shows how to add markers to a database." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import clickpoints\n", "\n", "# load the example data\n", "clickpoints.loadExample(\"king_penguins\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get Markers By Image" ] }, { "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 \"adult\" marker types (see :py:meth:`~.DataFile.getMarkers`)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image: 20150312-110000_microbs_GoPro.jpg \t adult penguins: 345\n", "image: 20150408-150001_microbs_GoPro.jpg \t adult penguins: 159\n", "image: 20150514-110000_microbs_GoPro.jpg \t adult penguins: 52\n" ] } ], "source": [ "# open the database\n", "with clickpoints.DataFile(\"count.cdb\") as db:\n", " # iterate over images\n", " for index, image in enumerate(db.getImages()):\n", " # get the \"adult\" markers of the current image\n", " markers = db.getMarkers(image=image, type=\"adult\")\n", " # print the results\n", " print(\"image:\", image.filename, \"\\t\", \"adult penguins:\", markers.count())" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Or we can get the positions of each juvenile penguin in each image as a Nx2 array, by converting the response of :py:meth:`~.DataFile.getMarkers` to an array." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image: 20150312-110000_microbs_GoPro.jpg \t juvenile penguin positions: (219, 2)\n", "image: 20150408-150001_microbs_GoPro.jpg \t juvenile penguin positions: (223, 2)\n", "image: 20150514-110000_microbs_GoPro.jpg \t juvenile penguin positions: (215, 2)\n" ] } ], "source": [ "# open the database\n", "with clickpoints.DataFile(\"count.cdb\") as db:\n", " # iterate over images\n", " for index, image in enumerate(db.getImages()):\n", " # get the \"adult\" markers of the current image\n", " markers = db.getMarkers(image=image, type=\"juvenile\")\n", " # convert the result to an array\n", " markers_array = np.array(markers)\n", " # print the results\n", " print(\"image:\", image.filename, \"\\t\", \"juvenile penguin positions:\", markers_array.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get All Markers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can iterate over all markers and get the image filename and its position." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20150312-110000_microbs_GoPro.jpg adult 327.59827813855543 649.337656021798\n", "20150312-110000_microbs_GoPro.jpg adult 333.6240512981161 623.7281200936649\n", "20150312-110000_microbs_GoPro.jpg adult 316.7518864513461 592.3940996639491\n", "20150312-110000_microbs_GoPro.jpg adult 331.8163193502479 562.2652338661454\n", "20150312-110000_microbs_GoPro.jpg adult 353.8103913826446 594.5031202697953\n", "20150312-110000_microbs_GoPro.jpg adult 375.5031747570632 565.2781204459258\n", "20150312-110000_microbs_GoPro.jpg adult 378.8173499948216 631.8629138590718\n", "20150312-110000_microbs_GoPro.jpg adult 399.90755605328417 605.9520892729607\n", "20150312-110000_microbs_GoPro.jpg adult 369.17611293952444 692.7232227706352\n", "20150312-110000_microbs_GoPro.jpg adult 329.40601008642363 685.1910063211843\n" ] } ], "source": [ "# open the database\n", "with clickpoints.DataFile(\"count.cdb\") as db:\n", " \n", " # get all markers without any filtering\n", " markers = db.getMarkers()\n", " \n", " # iterate over all markers (limit here to the first 10 to keep the print short)\n", " for marker in markers[:10]:\n", " # get the image assigned to the marker (and print its filename)\n", " # get the type assigned to the marker (and print its name)\n", " # and print x and y position of the marker\n", " print(marker.image.filename, marker.type.name, marker.x, marker.y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Marker Count" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# initialize empty lists\n", "marker_count = []\n", "image_timestamp = []\n", "\n", "# open the database\n", "with clickpoints.DataFile(\"count.cdb\") as db:\n", " \n", " # iterate over images\n", " for index, image in enumerate(db.getImages()):\n", "\n", " # get the \"adult\" markers of the current image\n", " markers = db.getMarkers(image=image, type=\"adult\")\n", "\n", " # store the timestamp and marker count each in a list\n", " image_timestamp.append(image.timestamp)\n", " marker_count.append(markers.count())\n", " \n", "# plot the lists\n", "plt.plot(image_timestamp, marker_count, \"o-\")\n", "\n", "# label the plot\n", "plt.xticks(image_timestamp)\n", "plt.xlabel(\"time of image\")\n", "plt.ylabel(\"count of adult penguins\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Marker Positions" ] }, { "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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# open the database\n", "with clickpoints.DataFile(\"count.cdb\") as db:\n", " # 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)\n", "\n", " # get the adults positions in the image and convert it to an array\n", " adult_positions = np.array(db.getMarkers(image=im_entry, type=\"adult\"))\n", " # plot the coordinates of the markers\n", " plt.plot(adult_positions[:, 0], adult_positions[:, 1], 'C0o', ms=2)\n", "\n", "\n", " # get the juveniles positions in the image and convert it to an array\n", " juvenile_positions = np.array(db.getMarkers(image=im_entry, type=\"juvenile\"))\n", " # plot the coordinates of the markers\n", " plt.plot(juvenile_positions[:, 0], juvenile_positions[:, 1], 'C1o', ms=2)\n", "\n", " # zoom into the image\n", " plt.xlim(100, 2000)\n", " plt.ylim(1200, 400)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Add Markers" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Here, we create a new database (open in write mode \"w\", which creates a new database) and add all images we find in the current folder to it (:py:meth:`~.DataFile.setImage`).\n", "\n", "To add markers to the image, we first need to define a marker_type (:py:meth:`~.DataFile.setMarkerType`). Then we add markers to each image (:py:meth:`~.DataFile.setMarkers`). In this case for demonstration purposes, we just add the markers at random positions." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "# open the database\n", "with clickpoints.DataFile(\"result.cdb\", \"w\") as db:\n", " \n", " # add a marker type we want to use for adding markers\n", " # it has the name \"nosie\" and the color \"#FF0000\", e.g. red\n", " # make it a type for normal markers (default)\n", " marker_type = db.setMarkerType(name=\"noise\", color=\"#FF0000\", mode=db.TYPE_Normal)\n", " \n", " # find all images in the folder and iterate over them\n", " for image_filename in Path(\".\").glob(\"*_microbs_GoPro.jpg\"):\n", " \n", " # add the image to the database\n", " im = db.setImage(image_filename)\n", " \n", " # draw some random position where we want to add markers\n", " x, y = np.random.rand(2, 10)\n", " \n", " # add the marker positions to the image with the given marker type\n", " # instead of giving the marker type, we could also just provide its name \"noise\"\n", " db.setMarkers(image=im, x=x, y=y, type=marker_type)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }