-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathindex.html
325 lines (279 loc) · 9.4 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 PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3c.org/TR/1999/REC-html401-19991224/loose.dtd">
<html xml:lang="en" xmlns="http://www.w3.org/1999/xhtml" lang="en"><head>
<title>The iNaturalist Sounds Dataset</title>
<meta http-equiv="Content-Type" content="text/html; charset=windows-1252">
<meta property="og:title" content="The iNaturalist Sounds Dataset" />
<script>
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
})(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
ga('create', 'UA-167124286-2', 'auto');
ga('send', 'pageview');
</script>
<!-- <script src="lib.js" type="text/javascript"></script>
<script src="popup.js" type="text/javascript"></script> -->
<script type="text/javascript">
// redefining default features
var _POPUP_FEATURES = 'width=500,height=300,resizable=1,scrollbars=1,titlebar=1,status=1';
</script>
<!-- <link media="all" href="glab.css" type="text/css" rel="StyleSheet"> -->
<style type="text/css" media="all">
IMG {
PADDING-RIGHT: 0px;
PADDING-LEFT: 0px;
FLOAT: right;
PADDING-BOTTOM: 0px;
PADDING-TOP: 0px
}
#primarycontent {
MARGIN-LEFT: auto; ; WIDTH: expression(document.body.clientWidth >
1000? "1000px": "auto" ); MARGIN-RIGHT: auto; TEXT-ALIGN: left; max-width:
1000px }
BODY {
TEXT-ALIGN: center
}
</style>
<style type="text/css">
body {
font-family: "Titillium Web","HelveticaNeue-Light", "Helvetica Neue Light", "Helvetica Neue", Helvetica, Arial, "Lucida Grande", sans-serif;
font-weight:300;
font-size:18px;
margin-left: auto;
margin-right: auto;
margin-bottom: 0px;
width: 100%;
}
h1 {
font-weight:300;
}
div {
max-width: 95%;
margin:auto;
padding: 10px;
}
.table-like {
display: flex;
flex-wrap: wrap;
flex-flow: row wrap;
justify-content: center;
}
.disclaimerbox {
background-color: #eee;
border: 1px solid #eeeeee;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
padding: 20px;
}
video.header-vid {
height: 140px;
border: 1px solid black;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
img {
padding: 0;
display: block;
margin: 0 auto;
max-height: 100%;
max-width: 100%;
}
iframe {
max-width: 100%;
}
img.header-img {
height: 140px;
border: 1px solid black;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
img.rounded {
border: 1px solid #eeeeee;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
a:link,a:visited
{
color: #1367a7;
text-decoration: none;
}
a:hover {
color: #208799;
}
td.dl-link {
height: 160px;
text-align: center;
font-size: 22px;
}
.layered-paper-big { /* modified from: http://css-tricks.com/snippets/css/layered-paper/ */
box-shadow:
0px 0px 1px 1px rgba(0,0,0,0.35), /* The top layer shadow */
5px 5px 0 0px #fff, /* The second layer */
5px 5px 1px 1px rgba(0,0,0,0.35), /* The second layer shadow */
10px 10px 0 0px #fff, /* The third layer */
10px 10px 1px 1px rgba(0,0,0,0.35), /* The third layer shadow */
15px 15px 0 0px #fff, /* The fourth layer */
15px 15px 1px 1px rgba(0,0,0,0.35), /* The fourth layer shadow */
20px 20px 0 0px #fff, /* The fifth layer */
20px 20px 1px 1px rgba(0,0,0,0.35), /* The fifth layer shadow */
25px 25px 0 0px #fff, /* The fifth layer */
25px 25px 1px 1px rgba(0,0,0,0.35); /* The fifth layer shadow */
margin-left: 10px;
margin-right: 45px;
}
.layered-paper { /* modified from: http://css-tricks.com/snippets/css/layered-paper/ */
box-shadow:
0px 0px 1px 1px rgba(0,0,0,0.35), /* The top layer shadow */
5px 5px 0 0px #fff, /* The second layer */
5px 5px 1px 1px rgba(0,0,0,0.35), /* The second layer shadow */
10px 10px 0 0px #fff, /* The third layer */
10px 10px 1px 1px rgba(0,0,0,0.35); /* The third layer shadow */
margin-top: 5px;
margin-left: 10px;
margin-right: 30px;
margin-bottom: 5px;
}
.vert-cent {
position: relative;
top: 50%;
transform: translateY(-50%);
}
hr
{
border: 0;
height: 1px;
max-width: 1100px;
background-image: linear-gradient(to right, rgba(0, 0, 0, 0), rgba(0, 0, 0, 0.75), rgba(0, 0, 0, 0));
}
#authors td {
padding-bottom:5px;
padding-top:30px;
}
.code-block{
font-size:14px;
text-align: left;
max-width:700px;
overflow-x: scroll;
background-color:azure;
border-color: rgb(192, 192, 192);
border-width: 2px;
border-radius: 10px;
border-style:solid;
}
.text-block{
font-size:16px;
text-align: justify;
max-width:750px
}
</style>
<script>
function resizeIframe(obj) {
obj.style.height = obj.contentWindow.document.documentElement.scrollHeight + 'px';
}
</script>
<body>
<div id="primarycontent">
<center><h1 style="font-size: 225%">The iNaturalist Sounds Dataset</h1></center>
<center>
<!-- First row --->
<div class="table-like" style="max-width:800px;margin:auto;">
<div>
<center>
<a href="https://mustafa1728.github.io" target="_blank" style="font-size: larger">Mustafa Chasmai</a>
</center>
<center>
UMass Amherst
</center>
</div>
<div>
<center>
<a href="https://www.inaturalist.org/users/44845" target="_blank" style="font-size: larger">Alexander Shepard</a>
</center>
<center>
iNaturalist
</center>
</div>
<div>
<center>
<a href="https://people.cs.umass.edu/~smaji/" target="_blank" style="font-size: larger">Subhransu Maji</a>
</center>
<center>
UMass Amherst
</center>
</div>
<div>
<center>
<a href="https://gvh.codes/" target="_blank" style="font-size: larger">Grant Van Horn</a>
</center>
<center>
UMass Amherst
</center>
</div>
</div>
<!-- Second row --->
<div class="table-like" style="justify-content:space-evenly;max-width:900px;margin:auto;">
<center>
<table>
<tr>
<td style="font-size:20px;margin:20px;font-family:monospace">
<a style="margin:2px" href="https://openreview.net/pdf?id=QCY01LvyKm">[Paper]</a>
</td>
<td style="font-size:20px;margin:20px;font-family:monospace">
<a style="margin:2px" href="https://github.com/cvl-umass/iNatSounds">[Code]</a>
</td>
<td style="font-size:20px;margin:20px;font-family:monospace">
<a style="margin:2px" href="https://github.com/visipedia/inat_sounds">[Data]</a>
</td>
</tr>
</table>
</center>
</div>
<center>
<br>
<center>
<table border="0" cellspacing="0" cellpadding="0">
<tr>
<td align="center" valign="bottom" style="max-width:800px">
<img class="result" src="assets/overview.jpg" style="width: 100%">
</td>
</tr>
</table>
</center>
<h2>Abstract</h2>
<div style="font-size:16px; text-align: justify;max-width:700px">
<p>
We present the iNaturalist Sounds Dataset (iNatSounds), a collection of 230,000 audio files capturing sounds from over 5,500 species, contributed by more than 27,000 recordists worldwide.
The dataset encompasses sounds from birds, mammals, insects, reptiles, and amphibians, with audio and species labels derived from observations submitted to iNaturalist, a global citizen science platform.
Each recording in the dataset varies in length and includes a single species annotation.
We benchmark multiple backbone architectures, comparing multiclass classification objectives with multilabel objectives.
Despite weak labeling, we demonstrate that iNatSounds serves as a robust pretraining resource, achieving high performance relative to alternatives on strongly labeled downstream evaluation datasets.
The dataset is available as a single, freely accessible archive, promoting accessibility and research in this important domain.
We envision models trained on this data powering next-generation public engagement applications, and assisting biologists, ecologists, and land use managers in processing large audio collections, thereby contributing to the understanding of species compositions in diverse soundscapes.
</p>
</div>
<center>
<table border="0" cellspacing="0" cellpadding="0">
<tr>
<td align="center" valign="bottom" style="max-width:800px">
<img class="result" src="assets/class_counts.jpg" style="width:100%">
</td>
</tr>
</table>
</center>
<h2>Citation</h2>
<pre style="font-size:14px; text-align: left;max-width:700px;overflow-x: scroll;background-color:beige;border-color: rgb(192, 192, 192);border-width: 2px;border-radius: 10px;border-style:solid;">
<code>
@article{chasmai2024inaturalist,
title={The iNaturalist Sounds Dataset},
author={Chasmai, Mustafa and Shepard, Alex and Maji, Subhransu and Van Horn, Grant},
journal={Advances in Neural Information Processing Systems},
year={2024}
}
</code>
</pre>
</body>
</html>