{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Crop DOM/DSM/PCD by ROI\n", "\n", "Using region of interest (ROI, e.g. plot boundary), cropping each of them from large digital orthomosaic (DOM), digital surface model (DSM), and point cloud of whole field, without using any GIS or point cloud processing software.\n", "\n", "
\"lotus
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Package and data prepare.\n", "\n", "The easiest way to import easyidp package and using the demo exmaple is:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import easyidp as idp\n", "\n", "lotus = idp.data.Lotus()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "If you run for the first time, it will download 3.3GB dataset automatically from Google Drive, please refer to [Data](../python_api/data.rst) for more details." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Read ROI from shapefile\n", "\n", "The following code will load and open the plot boundary shapefile in the Lotus Dataset, the shp file looks like (red polygons):" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "
\"lotus
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[shp][proj] Use projection [WGS 84] for loaded shapefile [plots.shp]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Read shapefile [plots.shp]: 100%|██████████| 112/112 [00:00<00:00, 2347.62it/s]\n" ] } ], "source": [ "roi = idp.ROI(lotus.shp, name_field='plot_id')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " with 112 items\n", "[0]\tN1W1\n", "array([[139.54052962, 35.73475194],\n", " [139.54055106, 35.73475596],\n", " [139.54055592, 35.73473843],\n", " [139.54053438, 35.73473446],\n", " [139.54052962, 35.73475194]])\n", "[1]\tN1W2\n", "array([[139.54053488, 35.73473289],\n", " [139.54055632, 35.73473691],\n", " [139.54056118, 35.73471937],\n", " [139.54053963, 35.73471541],\n", " [139.54053488, 35.73473289]])\n", "...\n", "[110]\tS4E6\n", "array([[139.54090456, 35.73453742],\n", " [139.540926 , 35.73454144],\n", " [139.54093086, 35.7345239 ],\n", " [139.54090932, 35.73451994],\n", " [139.54090456, 35.73453742]])\n", "[111]\tS4E7\n", "array([[139.54090986, 35.73451856],\n", " [139.54093129, 35.73452258],\n", " [139.54093616, 35.73450504],\n", " [139.54091461, 35.73450107],\n", " [139.54090986, 35.73451856]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roi" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "See also\n", "\n", "For more details about the parameter when loading shapefile, please refer to [Load ROI from shapefile](load_roi.ipynb), or python API [easyidp.ROI](../python_api/manualdoc/easyidp.roi.ROI.rst), and [easyidp.shp.read_shp](../python_api/autodoc/easyidp.shp.read_shp.rst).\n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Read and crop geotiff (DOM/DSM)\n", "\n", "First, open the DOM geotiff file by:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PosixPath('/Users/hwang/Library/Application Support/easyidp.data/2017_tanashi_lotus/170531.Lotus.outputs/170531.Lotus_dom.tif')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lotus.metashape.dom" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dom = idp.GeoTiff(lotus.metashape.dom)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "See also\n", "\n", "The GeoTiff is easyidp defined class contains several required information. Please check python API [easyidp.GeoTiff](../python_api/autodoc/easyidp.geotiff.GeoTiff.rst) for more information\n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "However, in this case, the ROI and GeoTiff do not share the same geo-coordinate:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ROI.CRS: WGS 84 \n", "DOM.CRS: WGS 84 / UTM zone 54N\n" ] } ], "source": [ "print(\"ROI.CRS: \", roi.crs.name, \"\\nDOM.CRS: \", dom.crs.name)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Hence need to transform the ROI to the same CRS as GeoTiff, for more details please refer [Load ROI from shapefile](load_roi.ipynb#Transform-between-CRS)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "roi.change_crs(dom.crs)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then using the following function to crop each ROI (plot) from whole field GeoTIff:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Crop roi from geotiff [170531.Lotus_dom.tif]: 100%|██████████| 112/112 [00:03<00:00, 30.07it/s]\n" ] } ], "source": [ "dom_parts = roi.crop(dom)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The output `dom_parts` is a dictionary, using plot label as keys and cropped imarray as values:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(dom_parts['N1W1'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "It you want to save the cropped GeoTiff, please pass the `save_folder` parameter when cropping\n", "\n", "```python\n", ">>> dom_parts = roi.crop(dom, save_folder=r\"expected\\save\\folder\")\n", "```\n", "\n", "It will save all cropped sections to GeoTiff files with geo-offset (you can overlap the cropped DOM almost perfectly on the original DOM)\n", "\n", "
\n", "\n", "Future work\n", "\n", "Currently can not just save the single output `dom_parts[\"N1W1\"]` to standard GeoTiff file with correct geo-position without previoud `save_folder` batch saving, but in the future will support save such file directly via `dom_part[\"N1W1\"].save(\"path\\to\\save\\N1W1.tif\")`\n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The step to crop DSM is the same as DOM, ignored here." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Read and crop point cloud\n", "\n", "The point cloud also use the same process like GeoTIff\n", "\n", "
\n", "\n", "See also\n", "\n", "The PointCloud is easyidp defined class contains several required information. Please check python API [easyidp.PointCloud](../python_api/autodoc/easyidp.pointcloud.PointCloud.rst) for more information\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "pcd = idp.PointCloud(lotus.metashape.pcd)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Check the point cloud values:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " x y z r g b nx ny nz\n", " 0 368016.142 3955509.827 94.017 129 132 147 nodata nodata nodata\n", " 1 368016.142 3955509.827 94.017 129 132 147 nodata nodata nodata\n", " 2 368016.142 3955509.827 94.017 129 132 147 nodata nodata nodata\n", " ... ... ... ... ... ... ... ... ... ...\n", "10158190 368056.169 3955481.725 97.425 174 163 149 nodata nodata nodata\n", "10158191 368056.51 3955481.904 97.44 166 153 139 nodata nodata nodata\n", "10158192 368056.538 3955481.486 97.447 97 112 72 nodata nodata nodata" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pcd" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And cropping:\n", "\n", "
\n", "\n", "Caution\n", "\n", "Please ensure the same CRS between ROI and PointCloud.\n", "\n", "
\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Crop roi from point cloud [170531.Lotus.laz]: 100%|██████████| 112/112 [00:30<00:00, 3.61it/s]\n" ] } ], "source": [ "pcd_parts = roi.crop(pcd)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The output `pcd_parts` is a dictionary, using plot label as keys and cropped point cloud as values:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " x y z r g b nx ny nz\n", " 0 368017.889 3955510.812 97.214 nodata nodata nodata nodata nodata nodata\n", " 1 368017.888 3955510.8 97.218 nodata nodata nodata nodata nodata nodata\n", " 2 368017.897 3955510.964 97.22 nodata nodata nodata nodata nodata nodata\n", " ... ... ... ... ... ... ... ... ... ...\n", "35745 368020.003 3955509.546 97.558 nodata nodata nodata nodata nodata nodata\n", "35746 368020.046 3955509.665 97.436 nodata nodata nodata nodata nodata nodata\n", "35747 368019.914 3955509.974 97.444 nodata nodata nodata nodata nodata nodata" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pcd_parts[\"N1W1\"]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, you can pass the `save_folder` parameter to save the cropped point cloud\n", "\n", "```python\n", ">>> pcd_parts = roi.crop(pcd, save_folder=r\"expected\\save\\folder\")\n", "```\n", "\n", "Or your can save just one point cloud by:\n", "\n", "```python\n", ">>> pcd_part[\"N1W1\"].save(r\"path\\to\\save\\N1W1.ply\")\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "easyidp", "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": "3.8.13" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "c57a372376ecab0caeb8816769a3e0fc257b5754cdacff7b12180918199af449" } } }, "nbformat": 4, "nbformat_minor": 2 }