{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Season Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Objectives\n", "In this example, we're going to demonstrate how to work with images of same field taken in multiple seasons/time points. Due to the field management would vary in different growing stages, the difference between research plants and other objects (soil, weed) can sometimes be challenging to tell. It would make the segmentation easier if we can replicate plot coordinates learned from one image (``s1.tif``) to another image (``s2.tif``).\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtain shapefiles from GRID\n", "Run GRID normally on the image `s1.tif`. The output shapefiles allow us to replicate the plot coordinates to the next season (image).\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Georeference the 2nd image by the 1st image\n", "**NOTE**: This step can be skipped if the coordinate reference systsm (CRS) of two images matches well.\n", "\n", "Before we work with ``s2.tif``, we have to ensure that both ``s1.tif`` and ``s2.tif`` share the same CRS. As the coordinates recorded by GPS may sometimes have error from one image to another, it's necessary to correct the georeference in QGIS. \n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a tutorial on [YouTube](https://www.youtube.com/watch?v=67j_HShwv8Y):\n", "\n", "[![Tutorial](https://img.youtube.com/vi/67j_HShwv8Y/0.jpg)](https://www.youtube.com/watch?v=67j_HShwv8Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load shapefiles to replicate CRS\n", "After we done georeferencing ``s2.tif``, we are ready to replicate the segmetation from `s1.tif` to `s2.tif`. We will load `s2.tif` as the input image this time, and load `s1.shp` as the input shapefile. \n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users are required to crop the area of interest (AOI) and define the pixel of interest (POI). After that, the segmentation will be carried out exactly the same way as one in `s1.tif`.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect tabular data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# imports\n", "import numpy as np\n", "import pandas as pd\n", "import os\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import pearsonr\n", "import h5py as h5" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idcanopy_s1ndvi_s1canopy_s2ndvi_s2
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..................
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" ], "text/plain": [ " id canopy_s1 ndvi_s1 canopy_s2 ndvi_s2\n", "0 unnamed_0 6139 0.079541 10756 0.057954\n", "1 unnamed_9 5289 0.064362 11499 0.050158\n", "2 unnamed_18 2175 0.057072 5965 0.042233\n", "3 unnamed_27 5958 0.060194 15209 0.040483\n", "4 unnamed_36 3293 0.067456 8394 0.048621\n", ".. ... ... ... ... ...\n", "265 unnamed_233 7759 0.084310 10316 0.099573\n", "266 unnamed_242 6455 0.050348 9391 0.068676\n", "267 unnamed_251 4714 0.043048 10661 0.032655\n", "268 unnamed_260 4696 0.045965 9780 0.044229\n", "269 unnamed_269 6703 0.079980 11354 0.061780\n", "\n", "[270 rows x 5 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load tabular data from s1.tif and s2.tif\n", "dt_s1 = pd.read_csv(\"s1_data.csv\").loc[:, [\"var\", \"area_veg\", \"NDVI\"]]\n", "dt_s2 = pd.read_csv(\"s2_data.csv\").loc[:, [\"var\", \"area_veg\", \"NDVI\"]]\n", "\n", "# rename column names\n", "dt_s1.columns = [\"id\", \"canopy_s1\", \"ndvi_s1\"]\n", "dt_s2.columns = [\"id\", \"canopy_s2\", \"ndvi_s2\"]\n", "\n", "# merge two seasons of data by their IDs\n", "dt = pd.merge(dt_s1, dt_s2)\n", "dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute the correlation of NDVI between seasons" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r2 = pearsonr(dt.ndvi_s1, dt.ndvi_s2)[0] ** 2\n", "plt.title(\"Correlation r2 of NDVI = %.3f\" % r2)\n", "plt.xlabel(\"NDVI (season 1)\")\n", "plt.ylabel(\"NDVI (season 2)\")\n", "plt.scatter(dt.ndvi_s1, dt.ndvi_s2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute the correlation of canopy areas between seasons" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r2 = pearsonr(dt.canopy_s1, dt.canopy_s2)[0] ** 2\n", "plt.title(\"Correlation r2 of canopy areas = %.3f\" % r2)\n", "plt.xlabel(\"Canopy area (season 1)\")\n", "plt.ylabel(\"Canopy area (season 2)\")\n", "plt.scatter(dt.canopy_s1, dt.canopy_s2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select elite lines\n", "We can select elite lines by ranking their change of canopy areas" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use \"growth rate\" to represent their performance\n", "dt.loc[:, \"growth_rate\"] = (dt.canopy_s2 - dt.canopy_s1) / dt.canopy_s1\n", "\n", "# plot the performance in a histogram\n", "plt.xlabel(\"Growth rate (100%)\")\n", "plt.ylabel(\"Count\")\n", "_ = plt.hist(dt.growth_rate.values)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# we select lines with growth rate greater than 1\n", "cutoff = 1\n", "dt.loc[dt.growth_rate >= cutoff, \"isElite\"] = True\n", "dt.loc[dt.growth_rate < cutoff, \"isElite\"] = False\n", "\n", "# then we can replot the scatter plot by coloring the elite lines\n", "plt.scatter(x=dt.canopy_s1, \n", " y=dt.canopy_s2, \n", " label=\"non-elite\")\n", "plt.scatter(x=dt[dt.isElite].canopy_s1, \n", " y=dt[dt.isElite].canopy_s2, \n", " label=\"elite\")\n", "plt.xlabel(\"Canopy area (season 1)\")\n", "plt.ylabel(\"Canopy area (season 2)\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idcanopy_s1ndvi_s1canopy_s2ndvi_s2growth_rateisElite
6unnamed_5420440.06416167930.0447862.323386True
63unnamed_2922740.11653668120.0944721.995602True
105unnamed_13824980.10465071210.1134671.850681True
253unnamed_12529880.07030484350.0699461.822959True
256unnamed_15230940.07851486650.0608721.800582True
........................
170unnamed_18575430.12414495930.1493560.271775False
87unnamed_24577950.09397598830.1234320.267864False
26unnamed_23481090.087209102600.1074300.265261False
172unnamed_20373750.11357693160.1466960.263186False
18unnamed_16281680.10352295400.1368320.167973False
\n", "

270 rows × 7 columns

\n", "
" ], "text/plain": [ " id canopy_s1 ndvi_s1 canopy_s2 ndvi_s2 growth_rate \\\n", "6 unnamed_54 2044 0.064161 6793 0.044786 2.323386 \n", "63 unnamed_29 2274 0.116536 6812 0.094472 1.995602 \n", "105 unnamed_138 2498 0.104650 7121 0.113467 1.850681 \n", "253 unnamed_125 2988 0.070304 8435 0.069946 1.822959 \n", "256 unnamed_152 3094 0.078514 8665 0.060872 1.800582 \n", ".. ... ... ... ... ... ... \n", "170 unnamed_185 7543 0.124144 9593 0.149356 0.271775 \n", "87 unnamed_245 7795 0.093975 9883 0.123432 0.267864 \n", "26 unnamed_234 8109 0.087209 10260 0.107430 0.265261 \n", "172 unnamed_203 7375 0.113576 9316 0.146696 0.263186 \n", "18 unnamed_162 8168 0.103522 9540 0.136832 0.167973 \n", "\n", " isElite \n", "6 True \n", "63 True \n", "105 True \n", "253 True \n", "256 True \n", ".. ... \n", "170 False \n", "87 False \n", "26 False \n", "172 False \n", "18 False \n", "\n", "[270 rows x 7 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# rank their performance\n", "dt.sort_values(by=\"growth_rate\", ascending=False, inplace=True)\n", "dt" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['unnamed_54', 'unnamed_29', 'unnamed_138'], dtype=object)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# extract the top-3 IDs\n", "id_elite = dt[:3].id.values\n", "id_elite" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Insepct the elite lines" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# define a function that can extract specific items from h5 files\n", "# in the h5 file, + \"_raw\" stands for a image without removing noise and shaded areas\n", "# it allows us to better inspect the image\n", "\n", "def extract_imgs_from_h5(filename, ids):\n", " ls_imgs = [] \n", " with h5.File(filename, \"r\") as f:\n", " for id in ids:\n", " img = f[id + \"_raw\"][:]\n", " ls_imgs += [np.swapaxes(img, 0, 1)] # use np.swapaxes() to rotate image by 90° \n", " return ls_imgs" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# extract images of elite lines from two seasons\n", "imgs_s1 = extract_imgs_from_h5(\"s1.h5\", id_elite)\n", "imgs_s2 = extract_imgs_from_h5(\"s2.h5\", id_elite)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the images\n", "fig, axes = plt.subplots(2, 3, figsize=(20, 10))\n", "plt.subplots_adjust(hspace=0, bottom=0, top=.35)\n", "for i in range(3):\n", " axes[0, i].imshow(imgs_s1[i])\n", " axes[0, i].set_title(id_elite[i] + (\" (season 1)\"))\n", " axes[1, i].imshow(imgs_s2[i])\n", " axes[1, i].set_title(id_elite[i] + (\" (season 2)\"))\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7.6 64-bit ('base': conda)", "language": "python", "name": "python37664bitbaseconda41cd7b89f8d0402db5549f719612ed1b" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }