-
Notifications
You must be signed in to change notification settings - Fork 9
/
Copy pathindex.html
325 lines (301 loc) · 13.9 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- The above 3 meta tags *must* come first in the head; any other head content must come *after* these tags -->
<meta name="description" content="RainNet">
<meta name="author" content="">
<link rel="icon" href="./favicon.ico">
<title>RainNet</title>
<!-- Bootstrap core CSS -->
<link href="./css/bootstrap.min.css" rel="stylesheet">
<!-- IE10 viewport hack for Surface/desktop Windows 8 bug -->
<link href="./css/ie10-viewport-bug-workaround.css" rel="stylesheet">
<!-- Custom styles for this template -->
<link href="./css/jumbotron.css" rel="stylesheet">
<!-- Just for debugging purposes. Don't actually copy these 2 lines! -->
<!--[if lt IE 9]><script src="../../assets/js/ie8-responsive-file-warning.js"></script><![endif]-->
<script src="./js/ie-emulation-modes-warning.js"></script>
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
</head>
<body>
<nav class="navbar navbar-inverse navbar-fixed-top">
<div class="container">
<div class="navbar-header">
<!-- <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button> -->
<a class="navbar-brand" href="#">RainNet</a>
</div>
<!-- <div id="navbar" class="navbar-collapse collapse">
<form class="navbar-form navbar-right">
<div class="form-group">
<input type="text" placeholder="Email" class="form-control">
</div>
<div class="form-group">
<input type="password" placeholder="Password" class="form-control">
</div>
<button type="submit" class="btn btn-success">Sign in</button>
</form>
</div>/.navbar-collapse -->
</div>
</nav>
<!-- Main jumbotron for a primary marketing message or call to action -->
<div class="jumbotron jumbotron-fluid" style="background: url('./img/1.png');">
<div class="container">
<div class="row">
<div class="col-md-6 col-md-offset-3 text-center">
<img src="./img/2.png" alt="RainNet" class="img-rounded" style="width: 100%;">
</div>
</div>
<div class="row text-center">
<div class="col-md-* text-center" style="color:white;">
<h2>RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling</h2>
</div>
<div class="col-md-* text-center" style="color:white;">
<h5>Accepted by NeurIPS 2022</h5>
</div>
</div>
<div class="row">
<div class="col-md-* text-center" style="color:white;">
<h4>Xuanhong Chen<sup>*</sup>, Kairui Feng<sup>*</sup>, Naiyuan Liu, Bingbing Ni<sup>**</sup>, Yifan Lu, Zhengyan Tong, Ziang Liu</h4>
</div>
</div>
<div class="row">
<div class="col-md-* text-center" style="color:white;">
<h4>Shanghai Jiao Tong University, Princeton University & University of Technology Sydney</h4>
</div>
</div>
<div class="row">
<div class="col-md-2 col-md-offset-4 text-center" style="color:white;">
<h5><sup>*</sup>Equal contribution.</h5>
</div>
<div class="col-md-2 text-center" style="color:white;">
<h5><sup>**</sup>Corresponding author.</h5>
</div>
</div>
<div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-6 col-md-offset-3 text-center">
<div class="row">
<div class="col-md-4 col-sm-4 text-center">
<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>
</div>
<div class="col-md-4 col-sm-4 text-center">
<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>
</div>
<div class="col-md-4 col-sm-4 text-center">
<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>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="container">
<!-- Example row of columns -->
<div class="row">
<div class="col-md-*">
<h2>Abstract</h2>
</div>
</div>
<div class="row">
<div class="col-md-* text-justify" style="line-height:150%; font-size: large;">
<p>
AI-for-science approaches have been applied to solve scientific problems (e.g., nuclear fusion, ecology, genomics, meteorology) and have achieved highly promising results.
Spatial precipitation downscaling is one of the most important meteorological issues and urgently requires the participation of AI.
However, the lack of a well-organized and annotated large-scale dataset hinders the training and verification of more effective and advancing deep-learning models for precipitation downscaling.
To alleviate these obstacles, we present the first large-scale spatial precipitation downscaling dataset named RainNet, which contains more than 62,400 pairs of high-quality low/high-resolution precipitation maps for over 17 years,
ready to help the evolution of deep learning models in precipitation downscaling.
Specifically, the precipitation maps carefully collected in RainNet cover various meteorological phenomena (e.g., hurricane, squall), which is of great help to improve the model generalization ability.
In addition, the map pairs in RainNet are organized in the form of image sequences (720 maps per month or 1 map/hour), showing complex physical properties, e.g., temporal misalignment, temporal sparse, and fluid properties.
Two deep-learning-oriented metrics are specifically introduced to evaluate or verify the comprehensive performance of the trained model, (e.g., prediction maps reconstruction accuracy).
To illustrate the applications of RainNet, 14 state-of-the-art models, including deep models and traditional approaches, are evaluated.
To fully explore potential downscaling solutions, we propose an implicit physical estimation benchmark framework to learn the above characteristics.
Extensive experiments demonstrate the value of RainNet in training and evaluating downscaling models.
</p>
</div>
</div>
<div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-*">
<h2>Samples in RainNet</h2>
</div>
</div>
<div class="row">
<div class="col-md-*">
<h3>High Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201009539_201009571.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201108607_201108655.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201109091_201109123.webp" style="width: 100%;"/>
</div>
</div>
<div class="row">
<div class="col-md-*">
<h3>Low Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201009539_201009571.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201108607_201108655.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201109091_201109123.webp" style="width: 100%;"/>
</div>
</div>
<div class="row">
<div class="col-md-*">
<h3>High Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201010607_201010639.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201011587_201011619.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/HRGT_201110059_201110091.webp" style="width: 100%;"/>
</div>
</div>
<div class="row">
<div class="col-md-*">
<h3>Low Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201010607_201010639.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201011587_201011619.webp" style="width: 100%;"/>
</div>
<div class="col-md-4 col-sm-4">
<img src="./img/LRGT_201110059_201110091.webp" style="width: 100%;"/>
</div>
</div>
<div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-*">
<h2>Downloads (RainNet_HDF5.zip (13.6G))</h2>
</div>
</div>
<div id="downloads" class="row">
<div class="col-md-6 col-sm-6 text-center">
<p><a class="btn btn-success btn-lg" href="https://drive.google.com/file/d/1cvzT3n9N7o06YhykdakOsboyqwTavkEP/view?usp=sharing" role="button" target="_blank"> <span class="glyphicon glyphicon-hdd" aria-hidden="true"></span> Donwnload via Google Drive »</a></p>
</div>
<div class="col-md-6 col-sm-6 text-center">
<p><a class="btn btn-success btn-lg" href="https://pan.baidu.com/s/1hXa6Tr089KvBefCJIVQPuQ" role="button" target="_blank"><span class="glyphicon glyphicon-cloud-download" aria-hidden="true"></span> Download via Baidu Drive »</a></p>
<span class="label label-info">password: sjtu</span>
</div>
</div>
<div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-*">
<h2>Citation</h2>
</div>
</div>
<div class="row">
<div class="col-md-*">
<div class="well">
@misc{chen2020rainnet,<br/>
  title={RainNet: A Large-Scale Dataset for Spatial Precipitation Downscaling},<br/>
  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/>
  year={2020},<br/>
  eprint={2012.09700},<br/>
  archivePrefix={arXiv},<br/>
  primaryClass={cs.CV}<br/>
}
</div>
</div>
</div>
<div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-*">
<h2>Contact</h2>
</div>
</div>
<div class="row">
<div class="col-md-*">
<p>Please concat Kairui Feng <span class="label label-primary">[email protected]</span>,
Xuanhong Chen <span class="label label-primary">[email protected]</span>,
Naiyuan Liu <span class="label label-primary">[email protected]</span> and
Yifan Lu <span class="label label-primary">[email protected]</span>
for questions about the dataset. </p>
</div>
</div>
<!-- <div class="row">
<h5 class="page-header"></h5>
</div>
<div class="row">
<div class="col-md-*">
<h3>High Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-6 col-sm-6">
<img src="./img/HRGT_201109091_201109123.gif" style="width: 100%;"/>
</div>
<div class="col-md-6 col-sm-6">
<img src="./img/HRGT_201108607_201108655.gif" style="width: 100%;"/>
</div>
</div>
<div class="row">
<div class="col-md-*">
<h3>Low Resolution Precipitation Maps</h2>
</div>
</div>
<div class="row">
<div class="col-md-6 col-sm-6">
<img src="./img/LRGT_201109091_201109123.gif" style="width: 100%;"/>
</div>
<div class="col-md-6 col-sm-6">
<img src="./img/LRGT_201108607_201108655.gif" style="width: 100%;"/>
</div>
</div> -->
<hr>
<footer>
<p><a>Accessibility</a></p>
</footer>
</div> <!-- /container -->
<!-- Bootstrap core JavaScript
================================================== -->
<!-- Placed at the end of the document so the pages load faster -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
<script>window.jQuery || document.write('<script src="./js/vendor/jquery.min.js"><\/script>')</script>
<script src="./js/bootstrap.min.js"></script>
<!-- IE10 viewport hack for Surface/desktop Windows 8 bug -->
<script src="./js/ie10-viewport-bug-workaround.js"></script>
</body>
</html>