-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathindex.html
More file actions
652 lines (590 loc) · 74.5 KB
/
index.html
File metadata and controls
652 lines (590 loc) · 74.5 KB
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
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
<!-- saved from url=(0017)http://wyliu.com/ -->
<html><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Jinzhuo Wang</title>
<link rel="shortcut icon" href="./utils/666.png">
<meta content="Jinzhuo Wang" name="keywords">
<style media="screen" type="text/css">
html, body, div, span, applet, object, iframe, h1, h2, h3, h4, h5, h6, p, blockquote, pre, a, abbr, acronym, address, big, cite, code, del, dfn, em, font, img, ins, kbd, q, s, samp, small, strike, strong, sub, tt, var, dl, dt, dd, ol, ul, li, fieldset, form, label, legend, table, caption, tbody, tfoot, thead, tr, th, td {
border: 0pt none;
font-family: Arial, Helvetica, sans-serif;
font-size: 100%;
font-style: inherit;
font-weight: inherit;
margin: 0pt;
outline-color: invert;
outline-style: none;
outline-width: 0pt;
padding: 0pt;
vertical-align: baseline;
}
a {
color: #043d98;
text-decoration:none;
}
a:focus, a:hover {
color: #f09228;
text-decoration:none;
}
a.paper {
font-weight: bold;
font-size: 12pt;
}
b.paper {
font-weight: bold;
font-size: 12pt;
}
* {
margin: 0pt;
padding: 0pt;
}
body {
position: relative;
margin: 2em auto 2em auto;
width: 835px;
font-family: Open Sans Light, Helvetica, sans-serif;
font-size: 14px;
background: #eee;
}
h2 {
font-family: Open Sans Light, Helvetica, sans-serif;
font-size: 15pt;
font-weight: 700;
}
h3 {
font-family: Open Sans Light, Helvetica, sans-serif;
font-size: 16px;
font-weight: 700;
}
strong {
/* font-family: Open Sans Light, Helvetica, sans-serif;
font-size: 13px;*/
font-weight: bold;
}
ul {
list-style: circle;
}
img {
border: none;
}
li {
padding-bottom: 0.5em;
margin-left: 1.4em;
}
alert {
font-family: Arial, Helvetica, sans-serif;
/*font-size: 13px;*/
color: #FF0000;
}
em, i {
font-style:italic;
}
div.section {
clear: both;
margin-bottom: 1.2em;
background: #eee;
}
div.spanner {
clear: both;
}
div.paper {
clear: both;
margin-top: 0.4em;
margin-bottom: 0.7em;
border: 1px solid #ddd;
background: #fff;
padding: 0.55em .8em 0.6em .8em;
border-top-right-radius:10px;
border-top-left-radius:10px;
border-bottom-left-radius:10px;
border-bottom-right-radius:10px;
line-height: 135%;
}
div.bio {
clear: both;
margin-top: 0.4em;
margin-bottom: 0.7em;
border: 1px solid #ddd;
background: #fff;
padding: 0.55em .8em 0.6em .8em;
border-top-right-radius:10px;
border-top-left-radius:10px;
border-bottom-left-radius:10px;
border-bottom-right-radius:10px;
line-height: 135%;
}
div.award {
clear: both;
margin-top: 0.4em;
margin-bottom: 0.4em;
border: 1px solid #ddd;
background: #fff;
padding: 0.65em .8em 0.15em .8em;
border-top-right-radius:10px;
border-top-left-radius:10px;
border-bottom-left-radius:10px;
border-bottom-right-radius:10px;
line-height: 130%;
}
div.paper div {
padding-left: 230px;
}
img.paper {
margin-bottom: 0.5em;
float: left;
width: 200px;
}
span.blurb {
font-style:italic;
display:block;
margin-top:0.75em;
margin-bottom:0.5em;
}
pre, code {
font-family: Open Sans Light, Helvetica, sans-serif;
font-size: 13px;
margin: 1em 0;
padding: 0;
}
.bot {
font-size: 14%;
}
.ptypej {
display: inline;
padding: .0em .2em .05em;
font-size: 85%;
font-weight: bold;
line-height: 1;
background-color: #5cb85c;
color: #FFFFFF;
text-align: center;
white-space: nowrap;
vertical-align: baseline;
margin-right: 6px;
}
.ptypec {
display: inline;
padding: .0em .2em .05em;
font-size: 85%;
font-weight: bold;
line-height: 1;
background-color: #428bca;
color: #FFFFFF;
text-align: center;
white-space: nowrap;
vertical-align: baseline;
margin-right: 6px;
}
.ptypep {
display: inline;
padding: .0em .2em .05em;
font-size: 85%;
font-weight: bold;
line-height: 1;
background-color: #6B6B6B;
color: #FFFFFF;
text-align: center;
white-space: nowrap;
vertical-align: baseline;
margin-right: 6px;
}
/* navigation */
#nav {
/* font-family: 'Lucida Grande', 'Lucida Sans Unicode', 'Lucida Sans',*/
/* Corbel, Arial, Helvetica, sans-serif; */
font-family: Georgia, Helvetica, sans-serif;
position: fixed;
top: 50px;
/* left: 860px; */
margin-left: 830px; /*1060*/
width: 95px;
font-size: 14px;
font-weight: bold;
}
#nav li2 {
margin-bottom: 1px;
}
ol {
list-style: none;
}
#nav a {
display: block;
padding: 6px 12px 7px;
color: #fff;
background-color: #386484;
text-decoration: none;
}
#nav a:hover {
color: #ffde00;
/* background-color: #242d36 ; */
}
</style>
<script type="text/javascript" async="" src="./utils/ga.js.download"></script><script type="text/javascript" async="" src="./utils/ga.js(1).download"></script><script type="text/javascript">
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-7953909-1']);
_gaq.push(['_trackPageview']);
(function() {
var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
})();
</script>
<script type="text/javascript" src="./utils/hidebib.js.download"></script>
<!--<link href='http://fonts.googleapis.com/css?family=Open+Sans+Condensed:300' rel='stylesheet' type='text/css'>--><!--<link href='http://fonts.googleapis.com/css?family=Open+Sans' rel='stylesheet' type='text/css'>--><!--<link href='http://fonts.googleapis.com/css?family=Yanone+Kaffeesatz' rel='stylesheet' type='text/css'>-->
<script type="text/javascript" src="./utils/jquery-1.12.4.min.js.download"></script></head>
<body>
<ol id="nav">
<li><a href="./#home" title="Home">Home</a></li>
<li><a href="./#pub" title="Papers">Papers</a></li>
<!--<li><a href="#award" title="Awards">Awards</a></li>-->
<!--<li><a href="/blog" title="Friends">Blog</a></li>-->
<li><a href="./blog" class="nav-link">Blog</a></li>
</ol>
<!--
<script type="text/javascript">
//===========================点击展开关闭效果====================================
function openShutManager(oSourceObj,oTargetObj,shutAble,oOpenTip,oShutTip){
var sourceObj = typeof oSourceObj == "string" ? document.getElementById(oSourceObj) : oSourceObj;
var targetObj = typeof oTargetObj == "string" ? document.getElementById(oTargetObj) : oTargetObj;
var openTip = oOpenTip || "";
var shutTip = oShutTip || "";
if(targetObj.style.display!="none"){
if(shutAble) return;
targetObj.style.display="none";
if(openTip && shutTip){
sourceObj.innerHTML = shutTip;
}
} else {
targetObj.style.display="block";
if(openTip && shutTip){
sourceObj.innerHTML = openTip;
}
}
}
</script>
-->
<a name="home"></a>
<div style="margin-bottom: 1em; border-top-right-radius:10px; border-top-left-radius:10px; border-bottom-left-radius:10px; border-bottom-right-radius:10px; border: 1px solid #ddd; background-color: #fff; padding: 1em; height: 140px;">
<div style="margin: 0px auto; width: 100%;">
<img title="wjz" style="float: left; padding-left: .3em; padding-top: 0.0em; height: 140px;" src="./utils/wjz.jpg">
<div style="padding-left: 16em; vertical-align: top; height: 120px;">
<p><span style="line-height: 100%; font-size: 18pt;">Jinzhuo Wang</span><br><br>
<a href="https://scholar.google.com/citations?user=vI5h3eAAAAAJ&hl=en">Google Scholar</a> <a href="./utils/jinzhuo_cv.pdf">CV</a></p>
<p> </p>
<p>Engineering Science, University of Oxford</p>
<p> </p>
<p><span>Email: jinzhuo.wang [at] eng [dot] ox [dot] ac [dot] uk </span> </p>
<p><br>
<span><strong>
<alert></alert>
</strong></span></p>
</div>
</div>
</div>
<!--<div style="clear: both; background-color: #fff; margin-top: 1.5em; padding: .2em; padding-left: .3em;">-->
<div style="clear: both;">
<div class="section">
<h2>About Me</h2>
<div class="bio">
<p>I am currently a postdoc researcher at <a href="https://cibim.eng.ox.ac.uk/">CIBIM</a> group in the department of Engineering Science, University of Oxford. I got my Ph.D. degree at <a href="http://www.pku.edu.cn/">Peking University</a>, working with Prof. <a href="https://scholar.google.com/citations?user=OEbTIHIAAAAJ&hl=en&oi=sra"> Wenmin Wang</a> and Prof. <a href="http://www.jdl.ac.cn/htm-gaowen/">Wen Gao</a>. My B.S. degree was also obtained at <a href="http://www.pku.edu.cn/">Peking University</a> under the supervision of Prof. <a href="http://sei.pku.edu.cn/~sunyc/">Yanchun Sun</a>. Prior to that, I was selected to <a href="http://weiqi.sport.org.cn/">Chinese Chess Academy</a> and received ten years of professional training in Go between the age of five and fourteen.</p>
<p> </p>
<p>My research interest broadly lies in <em>computer vision</em> and <em>machine learning</em>. In computer vision, I am devoted to tackling video-centric challenging problems, especially action recognition and video prediction. In machine learing, I am interested in model assistance of multiple agents, and its applications to deep neural nets.</p>
<!--I also have the great pleasure to work closely with <a href="http://ydwen.github.io/">Yandong Wen</a>, <a href="http://www.contrib.andrew.cmu.edu/~yzhiding/">Zhiding Yu</a>, <a href="https://sites.google.com/site/daibohr/">Bo Dai</a>, <a href="https://scholar.google.com/citations?user=I1IiJCAAAAAJ&hl=en">Zhen Liu</a>, <a href="http://people.ece.umn.edu/~lixx1661/">Xingguo Li</a>, <a href="http://www.prism.gatech.edu/~zchen451/">Zhehui Chen</a>, <a href="http://www2.isye.gatech.edu/~tzhao80/">Tuo Zhao</a>, <a href="http://rehg.org/">Jim Rehg</a>, and <a href="https://www.cc.gatech.edu/~lsong/">Le Song</a>.-->
<!--<p> </p>-->
<!--<p>"Everything should be made as simple as possible, but not simpler."</p>-->
</div>
</div>
</div>
<a name="pub"></a>
<div style="clear: both;">
<div class="section">
<div style="clear: both;">
<div class="section">
<h2 id="confpapers2"> Recent Publications</h2>
<!--<div class="paper" id="TechReport18">
<p><a href='TBA'>Coupled Variational Bayes via Optimization Embedding</a><br />
Bo Dai, Hanjun Dai, Niao He, <u>Jinzhuo Wang</u>, Zhen Liu, Jianshu Chen, Lin Xiao, Le Song</p>
<p><em>Technical Report, 2018</em></p>
<p><a href='TBA'>pdf</a></p>
</div>-->
<div class="paper" id="WangICML20">
<p><a href="./papers/.pdf">More Information Supervised Probablistic Deep Face Embedding Learning
</a><br>
Ying Huang, Shangfeng Qiu, Wenwei Zhang, Xianghui Luo, <u>Jinzhuo Wang</u></p>
<p><em><font color="DarkRed">ICML 2020</font></em></p>
<p><a href="./papers/.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangTCSVT18-2s')" class="togglebib">bib</a>
<pre xml:space="preserve" style="display: none;"> @inproceedings{huang2020more,
title={More Information Supervised Probablistic Deep Face Embedding Learning},
author={Huangy, Ying and Qiu, Shangfeng and Zhang, Wenwei and Luo, Xianghui and Wang, Jinzhuo},
booktitle={ICML},
year={2020}}</pre>
</div>
</p>
</div>
<div class="paper" id="WangTCSVT20">
<p><a href="./papers/WangTCSVT20.pdf">Fast and Accurate Action Detection in Videos with Motion-Centric Attention Model
</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Wen Gao</p>
<p><em><font color="DarkRed">IEEE Transactions on Circuits and Systems for Video Technology 2020</font></em></p>
<p><a href="./papers/WangTCSVT20.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangTCSVT18-2s')" class="togglebib">bib</a>
<pre xml:space="preserve" style="display: none;"> @article{wang2020fast,
title={Fast and Accurate Action Detection in Videos with Motion-Centric Attention Model},
author={Wang, Jinzhuo and Wang, Wenmin and Gao, Wen},
journal={IEEE Transactions on Circuits and Systems for Video Technology},
year={2020},
volume={30},
number={1},
pages={117-130},
publisher={IEEE}}</pre>
</p>
</div>
<div class="paper" id="WangTCSVT19">
<p><a href="./papers/WangTCSVT19.pdf">Predicting Diverse Future Frames with Local Transformation-Guided Masking
</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Wen Gao</p>
<p><em><font color="DarkRed">IEEE Transactions on Circuits and Systems for Video Technology 2019</font></em></p>
<p><a href="./papers/WangTCSVT19.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangTCSVT18-1s')" class="togglebib">bib</a>
<pre xml:space="preserve" style="display: none;"> @article{wang2019predicting,
title={Predicting Diverse Future Frames with Local Transformation-Guided Masking},
author={Wang, Jinzhuo and Wang, Wenmin and Gao, Wen},
journal={IEEE Transactions on Circuits and Systems for Video Technology},
yyear={2019},
volume={29},
number={12},
pages={3531-3543},
publisher={IEEE}}</pre>
</p>
</div>
<div class="paper" id="WangTMM18">
<p><a href="./papers/WangTMM18.pdf">Multi-Scale Deep Alternative Neural Network for Large Scale Video Classification
</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Wen Gao</p>
<p><em><font color="DarkRed">IEEE Transactions on Multimedia 2018</font></em></p>
<p><a href="./papers/WangTMM18.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangTMM18')" class="togglebib">bib</a>
<pre xml:space="preserve" style="display: none;"> @article{wang2018multi,
title={Multi-Scale Deep Alternative Neural Network for Large-Scale Video Classification},
author={Wang, Jinzhuo and Wang, Wenmin and Gao, Wen},
journal={IEEE Transactions on Multimedia},
year={2018},
volume={20},
number={10},
pages={2578-2592},
publisher={IEEE}}</pre>
</p>
</div>
<div class="paper" id="WangAccess18">
<p><a href="./papers/WangAccess18.pdf">Beyond Knowledge Distillation: Collaborative Learning for Bidirectional Model Assistance</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Wen Gao</p>
<p><em><font color="DarkRed">IEEE Access 2018</font></em></p>
<p><a href="./papers/WangAccess18.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangAccess18')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @article{wang2018beyond,
title={Beyond Knowledge Distillation: Collaborative Learning for Bidirectional Model Assistance},
author={Wang, Jinzhuo and Wang, Wenmin and Gao, Wen},
journal={IEEE Access},
volume={6},
pages={39490--39500},
year={2018},
publisher={IEEE}}</pre>
</div>
<div class="paper" id="WangAAAI17">
<p><a href="./papers/WangAAAI17.pdf">Beyond Monte Carlo Tree Search: Playing Go with Deep Alternative Neural Network and Long-Term Evaluation</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Ronggang Wang, Wen Gao</p>
<p><em><font color="DarkRed">AAAI 2017</font></em></p>
<p><a href="./papers/WangAAAI17.pdf">pdf</a> | <a href="./slides/WangAAAI17.pptx">slide</a> | <a href="https://github.com/wangjinzhuo/pgd">data</a> | <a shape="rect" href="javascript:togglebib('WangAAAI17')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{wang2017beyond,
title={Beyond Monte Carlo Tree Search: Playing Go with Deep Alternative Neural Network and Long-Term Evaluation.},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen},
booktitle={AAAI},
pages={1576--1582},
year={2017}}</pre>
</div>
<div class="paper" id="ChenBYMM17">
<p><a href="./papers/ChenBYMM17.pdf">Video Imagination from a Single Image with Transformation Generation</a><br>
Baoyang Chen, Wenmin Wang, <u>Jinzhuo Wang</u></p>
<p><em><font color="DarkRed">ACM MM 2017</font></em></p>
<!-- <font color="DodgerBlue">Spotlight</font>-->
<p><a href="./papers/ChenBYMM17.pdf">pdf</a> | <a href="./slides/ChenBYMM17.pptx">slide</a> | <a shape="rect" href="javascript:togglebib('ChenBYMM17')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{chen2017video,
title={Video imagination from a single image with transformation generation},
author={Chen, Baoyang and Wang, Wenmin and Wang, Jinzhuo},
booktitle={Proceedings of the on Thematic Workshops of ACM Multimedia 2017},
pages={358--366},
year={2017},
organization={ACM}}</pre>
</div>
<div class="paper" id="ChenXTMM17">
<p><a href="./papers/ChenXTMM17.pdf">Learning Object-Centric Transformation for Video Prediction</a><br>
Xiongtao Chen, Wenmin Wang, <u>Jinzhuo Wang</u>, Weimian Li</p>
<em><font color="DarkRed">ACM MM 2017</font></em></p>
<p><a href="./papers/ChenXTMM17.pdf">pdf</a> | <a href="./slides/ChenXTMM17.pptx">slide</a> | <a shape="rect" href="javascript:togglebib('ChenXTMM17')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{chen2017learning,
title={Learning Object-Centric Transformation for Video Prediction},
author={Chen, Xiongtao and Wang, Wenmin and Wang, Jinzhuo and Li, Weimian},
booktitle={Proceedings of the 2017 ACM on Multimedia Conference},
pages={1503--1512},
year={2017},
organization={ACM}}</pre>
</div>
<div class="paper" id="WangNIPS16">
<p><a href="./papers/WangNIPS16.pdf">Deep Alternative Neural Network: Exploring Contexts as Early as Possible for Action Recognition</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Xiongtao Chen, Ronggang Wang, Wen Gao</p>
<p><em><font color="DarkRed">NIPS 2016</font></em> </p>
<p><a href="./papers/WangNIPS16.pdf">pdf</a> | <a href="./slides/WangNIPS16.pdf">poster</a> | <a href='https://github.com/wangjinzhuo/DANN'>code</a> | <a shape="rect" href="javascript:togglebib('WangNIPS16')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{wang2016deep,
title={Deep alternative neural network: Exploring contexts as early as possible for action recognition},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen and others},
booktitle={Advances in Neural Information Processing Systems},
pages={811--819},
year={2016}}</pre>
</div>
<div class="paper" id="WangTMM16">
<p><a href="./papers/WangTMM16.pdf">CSPS: An Adaptive Pooling Method for Image Classification</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Ronggang Wang, Wen Gao</p>
<p><em><font color="DarkRed">IEEE Transactions on Multimedia 2016</font></em></p>
<p><a href="./papers/WangTMM16.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangTMM16')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @article{wang2016csps,
title={CSPS: An Adaptive Pooling Method for Image Classification.},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen},
journal={IEEE Trans. Multimedia},
volume={18},
number={6},
pages={1000--1010},
year={2016}}</pre>
</div>
<div class="paper" id="WangICME15">
<p><a href="./papers/WangICME15.pdf">Learning Class-Specific Pooling Shapes for Image Classification</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Ronggang Wang, Wen Gao</p>
<p><em><font color="DarkRed">ICME 2015</font></em></p>
<p><a href="./papers/WangICME15.pdf">pdf</a> | <a href="./slides/.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangICME15')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{wang2015learning,
title={Learning class-specific pooling shapes for image classification},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen},
booktitle={Multimedia and Expo (ICME), 2015 IEEE International Conference on},
pages={1--6},
year={2015},
organization={IEEE}}</pre>
</div>
<div class="paper" id="WangICIP15-2">
<p><a href="./papers/WangICIP15-2.pdf">A Compact Shot Representation for Video Semantic Indexing</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Ronggang Wang, Wen Gao</p>
<p><em><font color="DarkRed">ICIP 2015</font></em></p>
<p><a href="./papers/WangICIP15-2.pdf">pdf</a> | <a href="./slides/WangICIP151.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangICIP151')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{wang2015compact,
title={A compact shot representation for video semantic indexing},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen},
booktitle={Image Processing (ICIP), 2015 IEEE International Conference on},
pages={3265--3269},
year={2015},
organization={IEEE}}</pre>
</div>
<div class="paper" id="WangICIP15-1">
<p><a href="./papers/WangICIP15-1.pdf">Image Classification using RBM to Encode Local Descriptors with Group Sparse Learning</a><br>
<u>Jinzhuo Wang</u>, Wenmin Wang, Ronggang Wang, Wen Gao</p>
<em><font color="DarkRed">ICIP 2015</font></em></p>
<p><a href="./papers/WangICIP15-1.pdf">pdf</a> | <a href="./slides/WangICIP152.pdf">slide</a> | <a shape="rect" href="javascript:togglebib('WangICIP152')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @inproceedings{wang2015image,
title={Image classification using RBM to encode local descriptors with group sparse learning},
author={Wang, Jinzhuo and Wang, Wenmin and Wang, Ronggang and Gao, Wen},
booktitle={Image Processing (ICIP), 2015 IEEE International Conference on},
pages={912--916},
year={2015},
organization={IEEE}}</pre>
</div>
</div>
<!--
<div style="clear: both;">
<div class="section">
<div style="clear: both;">
<div class="section">
<h2 id="confpapers2">Preprints / Workshops</h2>
<div class="paper" id="Wen2018DIM">
<p><a href="https://arxiv.org/pdf/1807.04836.pdf">Disjoint Mapping Network for Cross-modal Matching of Voices and Faces</a><br>
Yandong Wen, Mahmoud Ismail, <u>Jinzhuo Wang</u>, Bhiksha Raj, Rita Singh</p>
<p><em><font color="DarkRed">Tech Report, 2018</font></em></p>
<p><a href="https://arxiv.org/abs/1807.04836">pdf</a> | <a href="http://wyliu.com/TBA">code</a> | <a shape="rect" href="javascript:togglebib('Wen2018DIM')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @article{Wen2018DIM,
title={Disjoint Mapping Network for Cross-modal Matching of Voices and Faces},
author={Wen, Yandong and Ismail, Mahmoud and Liu, Weiyang and Raj, Bhiksha and Singh, Rita},
journal={arXiv preprint arXiv:1807.04836},
year={2018}}</pre>
</div>
<div class="paper" id="WangICLRW8">
<p><a href="http://wyliu.com/papers/LiuICLRW18.pdf">Additive Margin Softmax for Face Verification</a><br>
Feng Wang, <u>Jinzhuo Wang</u>, Haijun Liu, Jian Cheng</p>
<p><em><font color="DarkRed">ICLR Workshop 2018</font></em> </p>
<p><a href="https://arxiv.org/abs/1801.05599">pdf</a> | <a href="https://github.com/happynear/AMSoftmax">code</a> | <a shape="rect" href="javascript:togglebib('WangICLRW8')" class="togglebib">bib</a></p>
<pre xml:space="preserve" style="display: none;"> @article{Wang2018ICLRW,
title = {Additive Margin Softmax for Face Verification},
author = {Wang, Feng and Liu, Weiyang and Liu, Haijun and Cheng, Jian},
journal = {arXiv preprint arXiv:1801.05599},
year = {2018}}</pre>
</div>
</div>
<h2 id="confpapers4"><a name="service"></a></h2>
<div style="clear: both;">
<div class="section">
<h2 id="confpapers">Academic Service</h2>
<div class="award">
<ul>
<li>Journal Reviewer: TPAMI, IJCV, etc.</li>
<li>Conference Reviewer: NIPS 2018, ICML 2018, CVPR 2018, NIPS 2016, ICCV 2015, etc.</li>
</ul>
<div class="spanner"></div>
</div>
</div>
</div>
-->
<h2 id="confpapers4"><a name="award"></a></h2>
<div style="clear: both;">
<div class="section">
<h2 id="confpapers">Awards</h2>
<div class="award">
<ul>
<ul>
<li>2017 Acamedic Scholarship of PKU</li>
<li>2016 National Scholarship of China</li>
<li>2016 PKU Academic Innovation Award</li>
<li>2015 Talent Scholarship of PKU</li>
<li>2014 PKU Merit Student</li>
<li>2009 Champion of PKU-THU Go Competition (consecutive 4 years) </li>
<li>2003 Champion of National Championship of Go in China</li>
</ul>
</ul>
<div class="spanner"></div>
</div>
</div>
</div>
<!--
<a name="fri"></a>
<div style="clear: both;">
<div class="section">
<h2>Collaborators</h2>
<div class="paper">
<p>Prof. <a href="http://www.cc.gatech.edu/~lsong/">Le Song</a>, Georgia Tech</p>
<p>Prof. <a href="http://rehg.org/">James Rehg</a>, Georgia Tech</p>
<p>Dr. <a href="http://www.contrib.andrew.cmu.edu/~yzhiding/">Zhiding Yu</a>, Research Scientist, NVIDIA </p>
<p>Dr. <a href="https://sites.google.com/site/daibohr/">Bo Dai</a>, Research Scientist, Google Brain </p>
<p>Prof. <a href="http://www2.isye.gatech.edu/~tzhao80/">Tuo Zhao</a>, Georgia Tech </p>
<p>Prof. <a href="http://simbaforrest.github.io/">Chen Feng</a>, NYU</p>
<p>Prof. <a href="https://scholar.google.com/citations?user=r2nw6DIAAAAJ&hl=zh-CN">Meng Yang</a>, Sun Yat-Sen University</p>
<p>Prof. <a href="https://scholar.google.com/citations?user=sfyr7zMAAAAJ&hl=zh-CN">Yuexian Zou</a>, Peking University</p>
<p>Prof. <a href="http://www.nlpr.ia.ac.cn/pal/ymzhang/">Yan-Ming Zhang</a>, NLPR, CASIA </p>
<p><a href="http://ydwen.github.io/">Yandong Wen</a>, Ph.D. candidate, CMU</p>
<p><a href="http://itszhen.com/">Zhen Liu</a>, M.S. student, Georgia Tech </p>
<p><a href="https://www.cc.gatech.edu/~hdai8/">Hanjun Dai</a>, Ph.D. candidate, Georgia Tech </p>
<p><a href="http://people.ece.umn.edu/~lixx1661/">Xingguo Li</a>, Ph.D. candidate, University of Minnesota Twin Cities </p>
<p><a href="http://www.prism.gatech.edu/~zchen451/">Zhehui Chen</a>, Ph.D. candidate, Georgia Tech</p>
<p><a href="http://meijianhan.github.io/JHMei/">Jianhan Mei</a>, Ph.D. candidate, Nanyang Technological University </p>
<p><a href="https://github.com/rmlin">Rongmei Lin</a>, Ph.D. student, Emory University</p>
<p><a href="https://www.cc.gatech.edu/~ywang3430/">Yisen Wang</a>, Ph.D. candidate, Tsinghua University</p>
<p><a href="http://happynear.wang/">Feng Wang</a>, Ph.D. candidate, UESTC</p>
</div>
</div>
</div>
-->
Last updated on 1st June 2020.
<!--
<div align="center">This site has been visisted<a href="http://www.amazingcounters.com/"> <img src="./utils/counter.php" alt="AmazingCounters.com" width="64" height="13" border="0"></a> times in total.</div>
<script type="text/javascript" id="clustrmaps" src="./utils/map_v2.js.download"></script><a target="_top" href="https://clustrmaps.com/site/nlyq?utm_source=widget&utm_campaign=widget_ctr" id="clustrmaps-widget-v2" class="clustrmaps-map-control" style="width: 300px;"><div class="clustrmaps-map-container" style="background-color: rgb(45, 120, 173);"><div class="clstm clustrmaps-visitors" style="font-size: 12px; line-height: 16px; color: rgb(255, 255, 255);">2,241 Pageviews</div><div class="clstm clustrmaps-date" style="font-size: 12px; line-height: 16px; color: rgb(255, 255, 255);">Aug. 10th - Sep. 10th</div><div class="clustrmaps-map liveDotsReady" style="width: 300px; height: 147.059px; background-image: url("//clustrmaps.com/generated_content/backs/bg-w_300.png");"><div class="jvectormap-container" style="background-color: transparent;"><svg width="300" height="147"><defs></defs><g transform="scale(0.2777777777777778) translate(90, 44.2468446279335)"></g><g></g><g style="visibility: visible;"><circle data-index="0" cx="83.30845438670377" cy="66.9556930643783" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="4" class="jvectormap-marker jvectormap-element"></circle><circle data-index="1" cx="222.88685455275396" cy="62.09286669875191" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="2" cx="221.31836019424125" cy="75.48916538910827" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="3" cx="226.37259851206693" cy="69.12361208005798" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="4" cx="220.70396947722384" cy="75.0618551835741" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="5" cx="234.44133691874336" cy="110.66919664172266" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="6" cx="74.46186797952859" cy="63.66101553675055" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="7" cx="58.11342693604854" cy="64.13446869571642" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="8" cx="221.32997609481205" cy="75.67192914877228" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="9" cx="78.5053142788218" cy="69.61359414685123" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="10" cx="239.09465277614916" cy="65.50679411511015" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="11" cx="225.51128296255638" cy="69.6985984183734" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="12" cx="214.31640662022602" cy="69.41366707172965" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="13" cx="221.35313833966282" cy="75.64752383610238" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="14" cx="94.63319232403826" cy="71.43592993686296" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="15" cx="214.96557548266506" cy="66.05176344816914" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="16" cx="224.54890212245076" cy="68.34222578840311" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="17" cx="223.50764444852896" cy="68.49474656291436" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="18" cx="238.3355154178872" cy="116.74740656170164" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="19" cx="86.34020443568357" cy="61.680397513705536" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="20" cx="88.57657829887214" cy="64.24741022667152" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="21" cx="82.88179609867197" cy="66.94209947554553" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="22" cx="58.79153121547827" cy="57.16568265560585" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="23" cx="90.45619794632621" cy="61.44100200721137" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="24" cx="226.45975254449343" cy="73.64528280617762" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="25" cx="141.51441057747587" cy="52.29420669460093" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="26" cx="239.1373603387269" cy="65.51075337404075" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="27" cx="59.680321499871894" cy="66.80239375895974" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="28" cx="81.55487073825746" cy="67.21084612580722" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="29" cx="92.47305215561381" cy="60.06569540329879" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="30" cx="87.06052938365512" cy="59.73549243156635" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="31" cx="221.4158085577125" cy="69.47986235031057" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="32" cx="89.352617835809" cy="62.24168589544444" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="33" cx="80.97984888185725" cy="60.477470861880775" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="34" cx="83.19695565248223" cy="66.8584695304021" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="35" cx="57.08295048720747" cy="64.18373587063462" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="36" cx="214.1697124028379" cy="90.52818044435301" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="37" cx="87.92963523774011" cy="59.464653840739345" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="38" cx="56.83477364147915" cy="55.54163495623175" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="39" cx="86.69292438654914" cy="58.8807164294085" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="40" cx="57.25329384348232" cy="63.220600098914126" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="41" cx="57.227001565543596" cy="64.11969985746005" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="42" cx="163.1623454202945" cy="53.012855914825316" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="43" cx="92.4867547449099" cy="60.12366730064493" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="44" cx="57.067648103221956" cy="64.1237133449441" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="45" cx="230.25286575304216" cy="63.984270366518324" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="46" cx="247.1044074481906" cy="115.91041134379796" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="47" cx="141.86601762768794" cy="52.03502212802547" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="48" cx="59.948739226235546" cy="66.82077602706923" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="49" cx="86.71267837314858" cy="58.99717221374327" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="50" cx="168.0954862357623" cy="48.00911728364753" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="51" cx="214.1308999925474" cy="90.4769781849121" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="52" cx="57.0328699578004" cy="64.12828852383196" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="53" cx="56.50104255801377" cy="53.908154428943185" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="54" cx="214.96557548266506" cy="66.05176344816914" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="55" cx="217.27254898105937" cy="75.28173302729854" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="56" cx="225.8131572648156" cy="68.92531816739657" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="57" cx="56.90474727006733" cy="63.850185405280314" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="58" cx="69.09970396214031" cy="61.68673673562857" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="59" cx="222.59548325041206" cy="114.28624002938162" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="60" cx="147.58869190051618" cy="51.30512750119703" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="61" cx="86.90708820605514" cy="65.21934514960051" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="62" cx="56.880959018598986" cy="64.04718846139448" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="63" cx="221.34159199538286" cy="75.6962577483041" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="64" cx="242.76256466118036" cy="119.04442460143625" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="65" cx="59.84670014756866" cy="66.90138672501061" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="66" cx="56.74866295341535" cy="63.82297627760285" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="67" cx="221.35313833966282" cy="75.59884840035397" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="68" cx="248.37214040509764" cy="111.01968716968241" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="69" cx="73.80706505753128" cy="70.01116878070948" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="70" cx="88.10693422309927" cy="62.86415949810027" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="71" cx="91.53557246763" cy="60.05354334481915" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="72" cx="64.85565732005547" cy="62.36256712239008" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="73" cx="158.43947327204552" cy="63.67448211312495" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="74" cx="230.2540482099865" cy="64.00717619514867" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="75" cx="74.59632028972837" cy="67.78423647768832" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="76" cx="195.89553589107473" cy="82.34708711892023" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="77" cx="220.90046599885568" cy="66.30072357594887" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="78" cx="225.7965333113041" cy="69.91397137218904" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="79" cx="84.6693927733406" cy="70.18732883953514" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="80" cx="74.63861051456098" cy="67.71443014790042" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="81" cx="83.72509656885417" cy="60.30822352190814" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="82" cx="58.57722828339056" cy="66.49757675614364" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="83" cx="216.2380382673494" cy="95.72767514874221" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="84" cx="223.76834142660906" cy="74.03411620645883" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="85" cx="214.79460611977262" cy="68.80610455799122" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="86" cx="230.36380803693697" cy="64.11271600445419" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="87" cx="222.5203624563015" cy="114.42863883837836" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="88" cx="147.98286740072425" cy="53.95037284609598" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="89" cx="88.32005469824264" cy="62.9208136699859" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="90" cx="83.89780483901768" cy="66.88278352867445" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="91" cx="90.12782269725577" cy="62.4520246542695" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="92" cx="87.3202525736634" cy="63.63448018361566" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="93" cx="64.1312285509242" cy="60.68452755142491" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="94" cx="168.15287017570787" cy="48.28942462099442" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="95" cx="196.5153519987779" cy="79.22171851731389" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="96" cx="226.09458201756695" cy="74.78047540855421" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="97" cx="221.70091979387848" cy="74.6089597652639" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="98" cx="223.4352363497613" cy="62.73552736184961" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="99" cx="225.65769895478118" cy="65.18273231090247" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="100" cx="139.70810326057045" cy="47.813563845872075" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="101" cx="149.130546199636" cy="53.51328249832249" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="102" cx="143.56604293218504" cy="54.450839533531905" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="103" cx="89.26928939937893" cy="62.16013878839679" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="104" cx="91.2082405629222" cy="60.9543662245845" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="105" cx="83.68440613871093" cy="60.147364637192446" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="106" cx="84.16010161178716" cy="59.94972246099731" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="107" cx="62.515296802056454" cy="67.8485751307733" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="108" cx="59.995133272227925" cy="66.98217227760955" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="109" cx="57.00177829579353" cy="64.42834860630437" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="110" cx="64.10034555778985" cy="60.67861821154347" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="111" cx="195.64054252884378" cy="70.93338012309124" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="112" cx="224.9403649273159" cy="66.76710674920135" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="113" cx="221.31836019424125" cy="75.62318794352538" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="114" cx="235.95975074784903" cy="66.29467170335204" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="115" cx="141.84104691927524" cy="52.04833524480914" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="116" cx="148.003386506523" cy="55.6677687271879" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="117" cx="148.19153627325363" cy="52.509152540643406" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="118" cx="149.40605866766566" cy="43.82115681871647" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="119" cx="86.2136815426399" cy="72.6478175429587" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="120" cx="88.64627370229695" cy="62.60973876400173" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="121" cx="73.92579764600052" cy="69.66403924368835" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="122" cx="84.07712095681129" cy="60.109931694840554" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="123" cx="90.00095202275789" cy="61.72599736992566" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="124" cx="91.40779756135119" cy="61.275024138131144" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="125" cx="57.57902595350072" cy="63.139801884444076" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="126" cx="56.94606370682817" cy="64.10051315699683" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="127" cx="60.13807144991057" cy="66.75341136646219" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="128" cx="56.69719129819141" cy="63.641659146318155" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="129" cx="56.98828437536995" cy="55.50662176990634" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="130" cx="85.90707741260337" cy="59.14209980724971" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="131" cx="179.746930071187" cy="74.06852134916622" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="132" cx="163.15775470509888" cy="53.02809855686857" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="133" cx="224.06485989447333" cy="74.05885032217182" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="134" cx="220.60909469651378" cy="71.3010428508886" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="135" cx="218.28514946315374" cy="72.20939059744873" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="136" cx="149.52694750115103" cy="52.7923667854677" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="137" cx="150.8578375701436" cy="59.68088609601693" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="138" cx="88.00023487294588" cy="63.07629928751454" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="139" cx="80.57774396449307" cy="61.94381191300124" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="140" cx="60.015443709154106" cy="67.11759273937388" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="141" cx="56.92603149506533" cy="64.07032074900425" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="142" cx="195.48981404658673" cy="77.33199204041796" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="143" cx="224.91636800697503" cy="72.8864951007036" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="144" cx="137.5774549594635" cy="50.32037257254515" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="145" cx="81.19853386026804" cy="62.47137561475132" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="146" cx="74.23873139850379" cy="67.82896735430171" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="147" cx="82.45541603580355" cy="67.97807159605307" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="148" cx="81.62616593637168" cy="60.7732046676789" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="149" cx="92.38262897751774" cy="60.06452217321691" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="150" cx="83.20683264578196" cy="59.77426016160397" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="151" cx="87.77494204690498" cy="61.3815519502898" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="152" cx="57.05039814309288" cy="64.20547310800441" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="153" cx="68.90800682457663" cy="62.248232811056674" fill="#FF0000" stroke="#ffffff" fill-opacity="0.7" stroke-width="0.5" stroke-opacity="1" r="2" class="jvectormap-marker jvectormap-element"></circle><circle data-index="222938897" cx="83.30845438670377" cy="66.9556930643783" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="4" class="jvectormap-marker jvectormap-element"></circle><circle data-index="591023253" cx="92.47305215561381" cy="60.06569540329879" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="3" class="jvectormap-marker jvectormap-element"></circle><circle data-index="601414663" cx="222.88685455275396" cy="62.09286669875191" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="4" class="jvectormap-marker jvectormap-element"></circle><circle data-index="37781290" cx="221.31836019424125" cy="75.48916538910827" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="3" class="jvectormap-marker jvectormap-element"></circle><circle data-index="500965193" cx="214.96557548266506" cy="66.05176344816914" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="3" class="jvectormap-marker jvectormap-element"></circle><circle data-index="35248983" cx="239.09465277614916" cy="65.50679411511015" fill="#F8A400" stroke="#FFFFFF" fill-opacity="1" stroke-width="0.4" stroke-opacity="1" r="3" class="jvectormap-marker jvectormap-element"></circle></g><g></g></svg><div class="jvectormap-legend-cnt jvectormap-legend-cnt-h"></div><div class="jvectormap-legend-cnt jvectormap-legend-cnt-v"></div></div></div></div><div class=""></div></a><style type="text/css">.jvectormap-container { width: 100%; height: 100%; position: absolute; overflow: hidden;}.jvectormap-tip { position: absolute; display: none; border: solid 1px #CDCDCD; border-radius: 3px; background: #292929; color: white; font-family: Arial, Helvetica, sans-serif; padding: 3px; z-index: 9999; font-size: 11px; line-height: 13px;}.jvectormap-zoomin, .jvectormap-zoomout, .jvectormap-goback { background: #ffffff none repeat scroll 0 0; border: 1px solid #bebebe; border-radius: 2px; box-sizing: content-box; color: #838383; cursor: pointer; font-weight: bold; left: 10px; padding: 3px; position: absolute; text-align: center; z-index: 1;}.jvectormap-zoomin, .jvectormap-zoomout { padding: 2px 10px;}.jvectormap-zoomin { top: 10px;}.jvectormap-zoomout { top: 37px;}.jvectormap-goback { bottom: 10px; z-index: 1000; padding: 6px;}.jvectormap-spinner { position: absolute; left: 0; top: 0; right: 0; bottom: 0; background: center no-repeat url(data:image/gif;base64,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);}.jvectormap-legend-title { font-weight: bold; font-size: 14px; text-align: center;}.jvectormap-legend-cnt { position: absolute;}.jvectormap-legend-cnt-h { bottom: 0; right: 0;}.jvectormap-legend-cnt-v { top: 0; right: 0;}.jvectormap-legend { background: black; color: white; border-radius: 3px;}.jvectormap-legend-cnt-h .jvectormap-legend { float: left; margin: 0 10px 10px 0; padding: 3px 3px 1px 3px;}.jvectormap-legend-cnt-h .jvectormap-legend .jvectormap-legend-tick { float: left;}.jvectormap-legend-cnt-v .jvectormap-legend { margin: 10px 10px 0 0; padding: 3px;}.jvectormap-legend-cnt-h .jvectormap-legend-tick { width: 40px;}.jvectormap-legend-cnt-h .jvectormap-legend-tick-sample { height: 15px;}.jvectormap-legend-cnt-v .jvectormap-legend-tick-sample { height: 20px; width: 20px; display: inline-block; vertical-align: middle;}.jvectormap-legend-tick-text { font-size: 12px;}.jvectormap-legend-cnt-h .jvectormap-legend-tick-text { text-align: center;}.jvectormap-legend-cnt-v .jvectormap-legend-tick-text { display: inline-block; vertical-align: middle; line-height: 20px; padding-left: 3px;}</style><style type="text/css">a#clustrmaps-widget-v2, #clustrmaps-widget-v2 { display: block; font-size: 11px; line-height: 13px; margin: 0 auto; padding: 0; position: relative; text-align: center; color: transparent; min-height: 139px; text-decoration: none; /* text-shadow: 1px 1px 0 #01324f; */ border: 0 none;}.clustrmaps-map { position: relative;}#clustrmaps-widget-v2 > .clustrmaps-map-container { background-position: 0 0; background-repeat: no-repeat; position: relative;}#clustrmaps-widget-v2 > .clustrmaps-map-container > .clustrmaps-date { text-align: center; width: 100%; z-index: 10;}#clustrmaps-widget-v2 > .clustrmaps-map-container > .clustrmaps-logo { position: absolute; background-image: url("//cdn.clustrmaps.com/assets/clustrmaps/img/logo4-small.png"); bottom: 0px; background-repeat: no-repeat; background-position: center center; z-index: 1; width: 100px; height: 31px; left: 0px;}#clustrmaps-widget-v2 > .clustrmaps-map-container > .clustrmaps-connection { background-position: center center; background-repeat: no-repeat; bottom: 0; color: rgba(255, 255, 255, 0.5); padding: 4px 4px; position: absolute; right: 0; z-index: 1; font-variant: small-caps;}#clustrmaps-widget-v2 > .clustrmaps-bottom-text { letter-spacing: 0px; background: #FFFFFF; color: #000000; text-shadow: none;}#clustrmaps-widget-v2 > .clustrmaps-cursor-click { background-position: center center; background-repeat: no-repeat; display: block; height: 29px; position: absolute; right: 0; top: 56px; width: 30px;}#clustrmaps-widget-v2 > .clustrmaps-map-container > .clustrmaps-connection.clustrmaps-failed { color: rgba(255, 0, 0, 0.8);}/*#clustrmaps-widget-v2 > .clustrmaps-map-container { background-image: url("//cdn.clustrmaps.com/images/map_v2_loading.png");}*/#clustrmaps-widget-v2 > .clustrmaps-cursor-click { background-image: url("//cdn.clustrmaps.com/assets/clustrmaps/img/cursor_click.png");}#clustrmaps-widget-v2 > .clustrmaps-bottom-text.variation { display: none;}/* CONTROL *//*#clustrmaps-widget-v2.clustrmaps-map-control > .clustrmaps-map-container { background-image: url("//cdn.clustrmaps.com/images/map_v2-control.png");}*/#clustrmaps-widget-v2.clustrmaps-map-control > .clustrmaps-bottom-text { -webkit-border-radius: 3px; -moz-border-radius: 3px; border-radius: 3px; border: 1px solid #999; background: #F24D58; background: -moz-linear-gradient(top, #FF636D 50%, #DD2929 50%); background: -webkit-gradient(linear, left top, left bottom, color-stop(50%,#f83737), color-stop(50%,#f83737)); background: linear-gradient(to bottom, #FF636D 50%,#DD2929 51%); filter: progid:DXImageTransform.Microsoft.gradient( startColorstr="#FF636D", endColorstr="#f83737",GradientType=0 ); display: block; margin: 2px auto 0; padding: 3px 14px; color: #FFFFFF; text-shadow: 1px 1px 0px #5B0000; font-weight: 600;}#clustrmaps-widget-v2.clustrmaps-map-control > .clustrmaps-bottom-text:hover { border: 1px solid #888; background: #a3f5a2; background: -moz-linear-gradient(top, #ed8b92 50%, #D76666 50%); background: -webkit-gradient(linear, left top, left bottom, color-stop(50%,#ed8b92), color-stop(50%,#D76666)); background: linear-gradient(to bottom, #ed8b92 50%,#D76666 51%); filter: progid:DXImageTransform.Microsoft.gradient( startColorstr="#ed8b92", endColorstr="#D76666",GradientType=0 );}#clustrmaps-widget-v2.clustrmaps-map-control > .clustrmaps-bottom-text.variation { display: none;}.clstm { text-transform: capitalize !important; position: relative;}#clustrmaps-widget-v2.clustrmaps-map-variation > .clustrmaps-bottom-text { -webkit-border-radius: 3px; -moz-border-radius: 3px; border-radius: 3px; border: 1px solid #999; background: #F24D58; background: -moz-linear-gradient(top, #FF636D 50%, #DD2929 50%); background: -webkit-gradient(linear, left top, left bottom, color-stop(50%,#f83737), color-stop(50%,#f83737)); background: linear-gradient(to bottom, #FF636D 50%,#DD2929 51%); filter: progid:DXImageTransform.Microsoft.gradient( startColorstr="#FF636D", endColorstr="#f83737",GradientType=0 ); display: block; margin: 2px auto 0; padding: 3px 14px; color: #FFFFFF; text-shadow: 1px 1px 0px #5B0000; font-weight: 600;}#clustrmaps-widget-v2.clustrmaps-map-variation > .clustrmaps-bottom-text { display: none;}#clustrmaps-widget-v2.clustrmaps-map-variation > .clustrmaps-bottom-text.variation { display: block;}#clustrmaps-widget-v2.clustrmaps-map-variation > .clustrmaps-bottom-text:hover { border: 1px solid #888; background: #a3f5a2; background: -moz-linear-gradient(top, #ed8b92 50%, #D76666 50%); background: -webkit-gradient(linear, left top, left bottom, color-stop(50%,#ed8b92), color-stop(50%,#D76666)); background: linear-gradient(to bottom, #ed8b92 50%,#D76666 51%); filter: progid:DXImageTransform.Microsoft.gradient( startColorstr="#ed8b92", endColorstr="#D76666",GradientType=0 );}.clustrmaps-visitors, .clustrmaps-date, .clustrmaps-bottom-text { font-family: Arial, Helvetica, sans-serif; text-align: center; font-weight: normal;}.clustrmaps-bottom-text { font-size: 12px;}</style>
-->
</div></div></div></div></div></div><div class="jvectormap-tip"></div></body></html>