{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Experiment 8 Merger projection testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this experiment we will demonstrate the usage of `ImageMerger` class. We will describe two types of output formats and see cons and pros of them. Here we demonstrate the API on one image, it could be applied for a set of images passed as array of objects." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os, sys\n", "nb_dir = os.path.split(os.getcwd())[0]\n", "if nb_dir not in sys.path:\n", " sys.path.append(nb_dir)\n", " \n", "nb_dir += '/directdemod'\n", "if nb_dir not in sys.path:\n", " sys.path.append(nb_dir)\n", "\n", "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from directdemod.merger import ImageMerger\n", "from cartopy import config" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will set few configuration parameters, including path to image file, name of the satellite and path to tle file. You can edit `image_descriptor` variable below to set your own file." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Note: in image descriptor in the field 'image_name' full path should be provided\n", "image_descriptor = \"../samples/image_desc.json\"\n", "tle_file = \"../tle/noaa18_June_14_2018.txt\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image of the whole map\n", "\n", "Our image merger imlementation should provide options to save the whole world projection with all the images on it. This could be done by passing `whole = True` as parameter to `merge_from_files` method. This method receives an array of tuples, where the first item is the path to image file with certain file name, the second one is the name of the satellite which made the image." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "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": [ "import json\n", "image_desc = json.load(open(image_descriptor))\n", "\n", "merger = ImageMerger(tle_file)\n", "img = merger.merge([image_desc], whole=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "img.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bounded image\n", "\n", "When passing `whole = False` to `merge_from_files` merger will create a bounded image which will contain all of the projected images." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "merger = ImageMerger(tle_file)\n", "img = merger.merge_files([image_descriptor], whole=False)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "img.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overlapping images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For overlapping images merger just overlays them. This wouldn't work if images were different, but we assume that images were taken in small time interval (10 minutes for example), therefore their overlapping parts won't different too much. The less the time interval, the lesser the difference would be. \n", "An example merge of totally different images (doesn't exist in reality) is presented below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "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": [ "image_desc1 = json.load(open(image_descriptor))\n", "image_desc2 = json.load(open(image_descriptor))\n", "image_desc2['center'][1] = 40\n", "\n", "merger = ImageMerger(tle_file)\n", "img = merger.merge([image_desc1, image_desc2])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "img.show()" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }