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<!DOCTYPE html>
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<meta name="keywords" content="Innovative Solutions&amp; Development Programs, What We Do, Design thinking, How it works, Web Design, We specialize in timeless digital appearances, We craft innovative products">
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</nav><a href="https://github.com/EarthNets" class="u-border-5 u-border-active-palette-2-dark-1 u-border-hover-black u-border-palette-1-base u-btn u-button-style u-custom-font u-enable-responsive u-none u-text-white u-btn-1">EarthNets</a><span class="u-enable-responsive u-file-icon u-hover-feature u-icon u-icon-rectangle u-text-white u-icon-1" data-href="https://github.com/EarthNets" data-target="_blank"><img src="images/733553-85094c5b.png" alt=""></span></header>
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<div class="u-clearfix u-sheet u-sheet-1">
<h2 class="u-align-center-xs u-align-left-lg u-align-left-md u-align-left-sm u-align-left-xl u-text u-text-1">
<span class="u-text-palette-1-base">
<br>
<span class="u-text-body-alt-color" style="font-weight: 400;">EarthNets for Earth Observation<br>
<br>
<span style="font-size: 1.25rem;">A Deep Learning Platform for Earth Observation Tasks</span>
</span>
</span>
</h2>
<div class="u-expanded-width-xs u-layout-grid u-list u-list-1">
<div class="u-repeater u-repeater-1">
<div class="u-align-center u-container-style u-list-item u-repeater-item">
<div class="u-container-layout u-similar-container u-container-layout-1">
<h6 class="u-custom-font u-text u-text-white u-text-2">Remote Sensing </h6><span class="u-icon u-text-white u-icon-1"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 58 58" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-cca6"></use></svg><svg class="u-svg-content" viewBox="0 0 58 58" x="0px" y="0px" id="svg-cca6" style="enable-background:new 0 0 58 58;"><path d="M50.688,48.222C55.232,43.101,58,36.369,58,29c0-7.667-2.996-14.643-7.872-19.834c0,0,0-0.001,0-0.001
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<div class="u-container-layout u-similar-container u-container-layout-2">
<h6 class="u-custom-font u-text u-text-white u-text-3">Multiple Algorithms</h6><span class="u-file-icon u-icon u-text-white u-icon-2"><img src="images/149292-d57eaa5d.png" alt=""></span>
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<h6 class="u-custom-font u-text u-text-white u-text-4">Multiple Tasks</h6><span class="u-icon u-text-white u-icon-3"><svg class="u-svg-link" preserveAspectRatio="xMidYMin slice" viewBox="0 0 55 55" style=""><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-caef"></use></svg><svg class="u-svg-content" viewBox="0 0 55 55" x="0px" y="0px" id="svg-caef" style="enable-background:new 0 0 55 55;"><path d="M49,0c-3.309,0-6,2.691-6,6c0,1.035,0.263,2.009,0.726,2.86l-9.829,9.829C32.542,17.634,30.846,17,29,17
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<h6 class="u-custom-font u-text u-text-white u-text-5">Benchmark<br> Datasets
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<h6 class="u-custom-font u-text u-text-white u-text-6">DataSET Rankings</h6><span class="u-file-icon u-icon u-text-white u-icon-5"><img src="images/149189-43284483.png" alt=""></span>
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<h6 class="u-custom-font u-text u-text-white u-text-7">Standard Library</h6><span class="u-file-icon u-icon u-text-white u-icon-6"><img src="images/149208-1cc69896.png" alt=""></span>
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<a href="https://github.com/EarthNets" class="u-align-center-xs u-border-1 u-border-white u-btn u-btn-round u-button-style u-custom-font u-custom-item u-palette-1-light-2 u-radius-5 u-text-body-alt-color u-text-hover-grey-5 u-btn-1">Earthnets</a>
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<a href="https://earthnets.retool.com/embedded/public/676aa812-0dca-4e3b-a596-b043d852571d" class="u-align-center-xs u-border-1 u-border-hover-palette-1-base u-border-white u-btn u-btn-round u-button-style u-custom-font u-custom-item u-radius-5 u-text-body-alt-color u-text-hover-palette-1-light-2 u-btn-2"> DataSETS </a>
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<a href="https://arxiv.org/pdf/2210.04936.pdf" class="u-align-center-xs u-border-1 u-border-hover-palette-1-base u-border-white u-btn u-btn-round u-button-style u-custom-font u-custom-item u-none u-radius-5 u-text-body-alt-color u-text-hover-palette-1-light-2 u-btn-3">Paper LINK</a>
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<h1 class="infinite u-align-center u-text u-text-black u-text-default u-text-1" data-animation-name="pulse" data-animation-duration="2000" data-animation-direction="" data-animation-delay="0">
<a class="u-active-none u-border-none u-btn u-button-link u-button-style u-hover-none u-none u-text-palette-1-base u-btn-1" href="https://earthnets.retool.com/embedded/public/676aa812-0dca-4e3b-a596-b043d852571d" data-animation-name="" data-animation-duration="0" data-animation-direction=""><span class="u-file-icon u-icon u-icon-1"><img src="images/2644746.png" alt=""></span> <span class="u-text-palette-3-base">News</span>: The datasets catalogue has been updated! Please click here to check it out.
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<div class="u-container-layout u-similar-container u-container-layout-1"><span class="u-file-icon u-icon u-icon-circle u-palette-1-light-1 u-text-white u-icon-1"><img src="images/2275263-48680fa3.png" alt=""></span>
<h4 class="u-align-center u-text u-text-default u-text-palette-1-base u-text-1"> Data Loaders</h4>
<p class="u-align-center u-text u-text-2">More than 50 standard dataloaders for different remote sensing tasks</p>
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<div class="u-container-layout u-similar-container u-container-layout-2"><span class="u-file-icon u-icon u-icon-circle u-palette-1-light-1 u-text-white u-icon-2"><img src="images/4236478-e185a73b.png" alt=""></span>
<h4 class="u-align-center u-text u-text-default u-text-palette-1-base u-text-3"> Research Tasks</h4>
<p class="u-align-center u-text u-text-4">Standard and strong codebases for different remote sensing tasks</p>
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<div class="u-align-center u-container-style u-list-item u-radius-25 u-repeater-item u-shape-round u-video-cover u-white u-list-item-3">
<div class="u-container-layout u-similar-container u-container-layout-3"><span class="u-file-icon u-icon u-icon-circle u-palette-1-light-1 u-text-white u-icon-3"><img src="images/686308-dea8b784.png" alt=""></span>
<h4 class="u-align-center u-text u-text-default u-text-palette-1-base u-text-5"> Recommendation</h4>
<p class="u-align-center u-text u-text-6">Dataset recommendations for the remote sensing community</p>
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<div class="u-align-center u-container-style u-list-item u-radius-25 u-repeater-item u-shape-round u-video-cover u-white u-list-item-4">
<div class="u-container-layout u-similar-container u-container-layout-4"><span class="u-file-icon u-icon u-icon-circle u-palette-1-light-1 u-text-white u-icon-4"><img src="images/4841044-10e277b9.png" alt=""></span>
<h4 class="u-align-center u-text u-text-default u-text-palette-1-base u-text-7"> Benchmarking</h4>
<p class="u-align-center u-text u-text-8">Benchmarking results for different research tasks using standard codebases</p>
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<div class="u-container-layout u-similar-container u-container-layout-1"><span class="u-file-icon u-icon u-text-palette-1-base u-icon-1"><img src="images/149298-f2de129a.png" alt=""></span>
<h3 class="u-custom-font u-font-montserrat u-text u-text-palette-1-base u-text-1" data-animation-name="counter" data-animation-event="scroll" data-animation-duration="3000">100+</h3>
<h4 class="u-custom-font u-font-montserrat u-text u-text-2">Data Loaders</h4>
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<div class="u-container-layout u-similar-container u-container-layout-2"><span class="u-file-icon u-icon u-text-palette-1-base u-icon-2"><img src="images/775497-1497104c.png" alt=""></span>
<h3 class="u-custom-font u-font-montserrat u-text u-text-palette-1-base u-text-3" data-animation-name="counter" data-animation-event="scroll" data-animation-duration="3000">50+</h3>
<h4 class="u-custom-font u-font-montserrat u-text u-text-4">Algorithms</h4>
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<div class="u-container-layout u-similar-container u-container-layout-3"><span class="u-file-icon u-icon u-text-palette-1-base u-icon-3"><img src="images/149208-2ad5c549.png" alt=""></span>
<h3 class="u-custom-font u-font-montserrat u-text u-text-palette-1-base u-text-5" data-animation-name="counter" data-animation-event="scroll" data-animation-duration="3000">50+</h3>
<h4 class="u-custom-font u-font-montserrat u-text u-text-6">Pre-trained Models</h4>
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<div class="u-container-layout u-similar-container u-container-layout-4"><span class="u-file-icon u-icon u-text-palette-1-base u-icon-4"><img src="images/7654955-9815f65a.png" alt=""></span>
<h3 class="u-custom-font u-font-montserrat u-text u-text-palette-1-base u-text-7" data-animation-name="counter" data-animation-event="scroll" data-animation-duration="3000">10+</h3>
<h4 class="u-custom-font u-font-montserrat u-text u-text-8">Research Tasks</h4>
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<h1 class="u-align-center u-custom-font u-font-oswald u-text u-text-palette-1-base u-text-1">Tutorial Examples</h1>
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<img class="u-expanded-width u-image u-image-round u-radius-10 u-image-1" src="images/data.png" alt="" data-image-width="1896" data-image-height="972">
<h3 class="u-align-center u-text u-text-default u-text-2">Datasets for Earth Observation</h3>
<p class="u-align-center u-text u-text-3">This tutorial shows how to load remote sensing datasets using this library</p>
<a href="https://github.com/EarthNets/Dataset4EO" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-1">learn more</a>
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<h3 class="u-align-center u-text u-text-default u-text-4">Remote Sensing Classification</h3>
<p class="u-align-center u-text u-text-5">This tutorial provides an example for remote sensing classification task</p>
<a href="https://github.com/EarthNets/RSI-Classification" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-2">learn more</a>
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<img class="u-expanded-width u-image u-image-round u-radius-10 u-image-3" src="images/detect.png" alt="" data-image-width="1880" data-image-height="988">
<h3 class="u-align-center u-text u-text-default u-text-6">Remote Sensing Object Detection</h3>
<p class="u-align-center u-text u-text-7">This tutorial shows how to use the library for temote sensing object detection task</p>
<a href="https://github.com/EarthNets/RSI-Detection" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-3">learn more</a>
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<h3 class="u-align-center u-text u-text-default u-text-1">Remote Sensing Semantic Segmentation</h3>
<p class="u-align-center u-text u-text-2">This tutorial shows how to use the library for semantic segmentation on remote sensing data</p>
<a href="https://github.com/EarthNets/RSI-Segmentation" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-1">learn more</a>
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<img class="u-expanded-width u-image u-image-round u-radius-10 u-image-2" src="images/clsl.png" alt="" data-image-width="1895" data-image-height="981">
<h3 class="u-align-center u-text u-text-default u-text-3">Remote Sensing Change Detection</h3>
<p class="u-align-center u-text u-text-4"> This tutorial shows how to use the library for remote sensing change detection<br>
<br>
</p>
<a href="https://github.com/EarthNets/RSI-Classification" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-2">learn more</a>
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<img class="u-expanded-width u-image u-image-round u-radius-10 u-image-3" src="images/detect.png" alt="" data-image-width="1880" data-image-height="988">
<h3 class="u-align-center u-text u-text-default u-text-5">Remote Sensing 3D Understanding</h3>
<p class="u-align-center u-text u-text-6">This tutorial shows how to use the library for 3D understanding of remote sensing data</p>
<a href="https://github.com/EarthNets/RSI-Detection" class="u-btn u-button-style u-hover-palette-1-dark-1 u-palette-1-base u-btn-3">learn more</a>
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