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+<!DOCTYPE html>
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+<html lang="en">
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+ <head>
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+ <!-- The above 3 meta tags *must* come first in the head; any other head content must come *after* these tags -->
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+ <meta name="description" content="RainNet">
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+ <meta name="author" content="">
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+ <link rel="icon" href="./favicon.ico">
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+
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+ <title>RainNet</title>
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+ <!-- Bootstrap core CSS -->
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+ <link href="./css/bootstrap.min.css" rel="stylesheet">
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+ <link href="./css/ie10-viewport-bug-workaround.css" rel="stylesheet">
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+ <!-- Custom styles for this template -->
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+ <link href="./css/jumbotron.css" rel="stylesheet">
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+ <!-- Just for debugging purposes. Don't actually copy these 2 lines! -->
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+ <!--[if lt IE 9]><script src="../../assets/js/ie8-responsive-file-warning.js"></script><![endif]-->
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+ <script src="./js/ie-emulation-modes-warning.js"></script>
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+ <!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
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+ <!--[if lt IE 9]>
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+ <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
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+ <![endif]-->
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+ </head>
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+
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+ <body>
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+ <nav class="navbar navbar-inverse navbar-fixed-top">
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+ <div class="container">
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+ <div class="navbar-header">
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+ <!-- <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar">
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+ <span class="sr-only">Toggle navigation</span>
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+ <span class="icon-bar"></span>
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+ <span class="icon-bar"></span>
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+ <span class="icon-bar"></span>
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+ </button> -->
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+ <a class="navbar-brand" href="#">RainNet</a>
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+ </div>
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+ <!-- <div id="navbar" class="navbar-collapse collapse">
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+ <form class="navbar-form navbar-right">
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+ <div class="form-group">
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+ <input type="text" placeholder="Email" class="form-control">
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+ </div>
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+ <div class="form-group">
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+ <input type="password" placeholder="Password" class="form-control">
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+ </div>
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+ <button type="submit" class="btn btn-success">Sign in</button>
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+ </form>
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+ </div>/.navbar-collapse -->
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+ </div>
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+ </nav>
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+
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+ <!-- Main jumbotron for a primary marketing message or call to action -->
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+ <div class="jumbotron jumbotron-fluid" style="background: url('./img/1.png');">
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+ <div class="container">
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+ <div class="row">
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+ <div class="col-md-6 col-md-offset-3 text-center">
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+ <img src="./img/2.png" alt="RainNet" class="img-rounded" style="width: 100%;">
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+ </div>
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+ </div>
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+
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+ <div class="row text-center">
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+ <div class="col-md-* text-center" style="color:white;">
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+ <h2>RainNet: A Large-Scale Dataset for Spatial Precipitation Downscaling</h2>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <div class="col-md-* text-center" style="color:white;">
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+ <h4>Xuanhong Chen<sup>*</sup>, Kairui Feng<sup>*</sup>, Naiyuan Liu<sup>**</sup>, Yifan Lu<sup>**</sup>, Zhengyan Tong, Bingbing Ni, Ziang Liu, Ning Lin</h4>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-* text-center" style="color:white;">
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+ <h4>Shanghai Jiao Tong University, Princeton University & University of Technology Sydney</h4>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-2 col-md-offset-4 text-center" style="color:white;">
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+ <h5><sup>*</sup>Equal contribution.</h5>
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+ </div>
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+ <div class="col-md-2 text-center" style="color:white;">
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+ <h5><sup>**</sup>Equal contribution.</h5>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-6 col-md-offset-3 text-center">
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+ <div class="row">
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+ <div class="col-md-4 col-sm-4 text-center">
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+ <p><a class="btn btn-primary btn-lg" href="https://github.com/neuralchen/RainNet" role="button" target="_blank"> <span class="glyphicon glyphicon-star" aria-hidden="true"></span> Code »</a></p>
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+ </div>
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+ <div class="col-md-4 col-sm-4 text-center">
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+ <p><a class="btn btn-primary btn-lg" href="#downloads" role="button"><span class="glyphicon glyphicon-cloud-download" aria-hidden="true"></span> Download »</a></p>
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+ </div>
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+ <div class="col-md-4 col-sm-4 text-center">
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+ <p><a class="btn btn-primary btn-lg" href="https://arxiv.org/abs/2012.09700" role="button" target="_blank"><span class="glyphicon glyphicon-save-file" aria-hidden="true"></span> Paper »</a></p>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ </div>
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+ </div>
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+
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+ <div class="container">
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+ <!-- Example row of columns -->
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h2>Abstract</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-* text-justify" style="line-height:150%; font-size: large;">
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+ <p>
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+ Spatial Precipitation Downscaling is one of the most important problems in the geo-science community. However, it still remains an unaddressed issue.
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+ Deep learning is a promising potential solution for downscaling.
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+ In order to facilitate the research on precipitation downscaling for deep learning,
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+ we present the first <strong>REAL</strong> (non-simulated) Large-Scale Spatial Precipitation Downscaling Dataset,
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+ <strong>RainNet</strong>, which contains <strong>62,424</strong> pairs of low-resolution and high-resolution precipitation maps for 17 years.
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+ Contrary to simulated data, this real dataset covers various types of real meteorological phenomena (<i>e.g.</i>, Hurricane, Squall, <i>etc</i>.),
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+ and shows the physical characters -- <strong>Temporal Misalignment</strong>, <strong>Temporal Sparse</strong> and <strong>Fluid Properties</strong> -- that challenge the downscaling algorithms.
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+ In order to fully explore potential downscaling solutions, we propose an implicit physical estimation framework to learn the above characteristics.
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+ Eight metrics specifically considering the physical property of the data set are raised, while fourteen models are evaluated on the proposed dataset.
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+ Finally, we analyze the effectiveness and feasibility of these models on precipitation downscaling task.
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+ </p>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h2>Samples in RainNet</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>High Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201009539_201009571.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201108607_201108655.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201109091_201109123.webp" style="width: 100%;"/>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>Low Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201009539_201009571.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201108607_201108655.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201109091_201109123.webp" style="width: 100%;"/>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>High Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201010607_201010639.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201011587_201011619.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/HRGT_201110059_201110091.webp" style="width: 100%;"/>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>Low Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201010607_201010639.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201011587_201011619.webp" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-4 col-sm-4">
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+ <img src="./img/LRGT_201110059_201110091.webp" style="width: 100%;"/>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h2>Downloads</h2>
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+ </div>
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+ </div>
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+ <div id="downloads" class="row">
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+ <div class="col-md-6 col-sm-6 text-center">
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+ <p><a class="btn btn-success btn-lg" href="https://github.com/neuralchen/RainNet" role="button" target="_blank"> <span class="glyphicon glyphicon-hdd" aria-hidden="true"></span> Donwnload via Google Drive »</a></p>
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+ </div>
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+ <div class="col-md-6 col-sm-6 text-center">
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+ <p><a class="btn btn-success btn-lg" href="#downloads" role="button" target="_blank"><span class="glyphicon glyphicon-cloud-download" aria-hidden="true"></span> Download via Baidu Drive »</a></p>
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+ <span class="label label-info">password: xxxx</span>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h2>Citation</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <div class="well">
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+ @misc{chen2020rainnet,<br/>
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+   title={RainNet: A Large-Scale Dataset for Spatial Precipitation Downscaling},<br/>
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+   author={Xuanhong Chen and Kairui Feng and Naiyuan Liu and Yifan Lu and Zhengyan Tong and Bingbing Ni and Ziang Liu and Ning Lin},<br/>
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+   year={2020},<br/>
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+   eprint={2012.09700},<br/>
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+   archivePrefix={arXiv},<br/>
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+   primaryClass={cs.CV}<br/>
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+ }
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h2>Contact</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <p>Please concat Kairui Feng <span class="label label-primary">kairuif@princeton.com</span>,
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+ Xuanhong Chen <span class="label label-primary">xuanhongchenzju@outlook.com</span>,
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+ Naiyuan Liu <span class="label label-primary">naiyuan.liu@student.uts.edu.au</span> and
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+ Yifan Lu <span class="label label-primary">yifan_lu@sjtu.edu.cn</span>
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+ for questions about the dataset. </p>
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+ </div>
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+ </div>
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+ <!-- <div class="row">
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+ <h5 class="page-header"></h5>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>High Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-6 col-sm-6">
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+ <img src="./img/HRGT_201109091_201109123.gif" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-6 col-sm-6">
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+ <img src="./img/HRGT_201108607_201108655.gif" style="width: 100%;"/>
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+ </div>
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+ </div>
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+
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+ <div class="row">
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+ <div class="col-md-*">
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+ <h3>Low Resolution Precipitation Maps</h2>
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+ </div>
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+ </div>
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+ <div class="row">
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+ <div class="col-md-6 col-sm-6">
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+ <img src="./img/LRGT_201109091_201109123.gif" style="width: 100%;"/>
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+ </div>
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+ <div class="col-md-6 col-sm-6">
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+ <img src="./img/LRGT_201108607_201108655.gif" style="width: 100%;"/>
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+ </div>
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+ </div> -->
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+
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+ <hr>
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+
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+ <footer>
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+ <p><a>Accessibility</a></p>
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+ </footer>
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+ </div> <!-- /container -->
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+
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+
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+ <!-- Bootstrap core JavaScript
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