-
Notifications
You must be signed in to change notification settings - Fork 0
/
index.html
1002 lines (722 loc) · 39.1 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
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
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<!DOCTYPE html>
<html>
<link href="https://fonts.cdnfonts.com/css/caveat" rel="stylesheet">
<link href="https://fonts.googleapis.com/css?family=Handlee&v1" rel="stylesheet">
<style>
@import url('https://fonts.cdnfonts.com/css/caveat');
</style>
<head>
<meta charset="utf-8">
<!-- Meta tags for social media banners, these should be filled in appropriatly as they are your "business card" -->
<!-- Replace the content tag with appropriate information -->
<meta name="description" content="DESCRIPTION META TAG">
<meta property="og:title" content="SOCIAL MEDIA TITLE TAG"/>
<meta property="og:description" content="SOCIAL MEDIA DESCRIPTION TAG TAG"/>
<meta property="og:url" content="URL OF THE WEBSITE"/>
<!-- Path to banner image, should be in the path listed below. Optimal dimenssions are 1200X630-->
<meta property="og:image" content="static/image/your_banner_image.png" />
<meta property="og:image:width" content="1200"/>
<meta property="og:image:height" content="630"/>
<meta name="twitter:title" content="TWITTER BANNER TITLE META TAG">
<meta name="twitter:description" content="TWITTER BANNER DESCRIPTION META TAG">
<!-- Path to banner image, should be in the path listed below. Optimal dimenssions are 1200X600-->
<meta name="twitter:image" content="static/images/your_twitter_banner_image.png">
<meta name="twitter:card" content="summary_large_image">
<!-- Keywords for your paper to be indexed by-->
<meta name="keywords" content="KEYWORDS SHOULD BE PLACED HERE">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Holistic-Motion2D</title>
<link rel="icon" type="image/x-icon" href="static/images/favicon.ico">
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet">
<link rel="stylesheet" href="static/css/bulma.min.css">
<link rel="stylesheet" href="static/css/bulma-carousel.min.css">
<link rel="stylesheet" href="static/css/bulma-slider.min.css">
<link rel="stylesheet" href="static/css/fontawesome.all.min.css">
<link rel="stylesheet"
href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
<link rel="stylesheet" href="static/css/index.css">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script src="https://documentcloud.adobe.com/view-sdk/main.js"></script>
<script defer src="static/js/fontawesome.all.min.js"></script>
<script src="static/js/bulma-carousel.min.js"></script>
<script src="static/js/bulma-slider.min.js"></script>
<script src="static/js/index.js"></script>
</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title"><img src="static/images/favicon.ico"
style="height:5%; width:5%">Holistic-Motion2D: Scalable Whole-body Human Motion Generation in 2D Space</h1>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<a href="https://github.com/wangyuan123ac" target="_blank">Yuan Wang</a><sup>1,5,6</sup><sup>*</sup>,
</span>
<span class="author-block">
<a href="https://kyfafyd.wang" target="_blank">Zhao Wang</a><sup>2</sup><sup>*</sup>,
</span>
<span class="author-block">
<a href="https://b1ueorange.github.io/jhgong.github.io" target="_blank">Junhao Gong</a><sup>3</sup><sup>*</sup>,
</span>
<span class="author-block">
<a href="https://dihuang.me" target="_blank">Di Huang</a><sup>4,5</sup>,
</span>
<span class="author-block">
<a href="https://tonghe90.github.io" target="_blank">Tong He</a><sup>5</sup>,
</span>
<span class="author-block">
<a href="https://wlouyang.github.io" target="_blank">Wanli Ouyang</a><sup>5</sup>,
</span>
<span class="author-block">
Jile Jiao<sup>1,6</sup>,
</span>
<span class="author-block">
Xuetao Feng<sup>1,6</sup>,
</span>
<span class="author-block">
<a href="https://www.cse.cuhk.edu.hk/~qdou" target="_blank">Qi Dou</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com.tw/citations?user=TJ4ihdkAAAAJ" target="_blank">Shixiang Tang</a><sup>2</sup><sup>†</sup>,
</span>
<span class="author-block">
<a href="https://www.danxurgb.net" target="_blank">Dan Xu</a><sup>7</sup>
</span>
</div>
<br>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Tsinghua University</span>
<span class="author-block"><sup>2</sup>The Chinese University of Hong Kong</span>
<span class="author-block"><sup>3</sup>Shandong University</span>
<span class="author-block"><sup>4</sup>The University of Sydney </span>
<span class="author-block"><sup>5</sup>Shanghai AI Labortary</span>
<span class="author-block"><sup>6</sup>Alibaba Group</span>
<span class="author-block"><sup>7</sup>HKUST</span>
<br><br>
<span class="author-block"><sup>*</sup>Equal contribution.</span>
<span class="author-block"><sup>†</sup>Corresponding author.</span>
</div>
<br>
<div class="column has-text-centered">
<div class="publication-links">
<!-- Arxiv PDF link -->
<!-- <span class="link-block">
<a href='./TokenFlow_Arxiv.pdf' target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span> -->
<!-- Supplementary PDF link -->
<!-- <span class="link-block">
<a href="sm/supp.html" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Supplementary</span>
</a>
</span> -->
<!-- Hugging Face Demo link with an image icon -->
<!-- <span class="link-block">
<a href="https://huggingface.co/spaces/weizmannscience/tokenflow" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<img src="static/images/hf.png" alt="Hugging Face Demo">
</span>
<span>Demo</span>
</a>
</span> -->
<!-- ArXiv abstract Link -->
<span class="link-block">
<a href="https://arxiv.org/abs/2406.11253" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
<!-- Github link -->
<span class="link-block">
<a href="https://github.com/Holistic-Motion2D/Tender" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>Code</span>
</a>
</span>
<!-- Data link -->
<span class="link-block">
<a href="https://github.com/Holistic-Motion2D/Holistic-Motion2D" target="_blank"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fa fa-database"></i>
</span>
<span>Data</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Teaser video-->
<!-- <section class="hero teaser is-light" align="center">
<div class="container is-max-desktop">
<br>
<h2 class="title is-3">Overview of Generated Motions and Downstream Applications</h2>
<div class="hero-body">
<video poster="" id="tree" autoplay controls muted loop height="100%">
<source src="videos/demo.mp4"
type="video/mp4">
</video>
</div>
</div>
</section> -->
<!-- End teaser video -->
<!-- <section class="hero is-small">
<div class="hero-body">
<div class="container is-max-desktop">
<div id="results-carousel" class="carousel results-carousel" align="center">
<div class="item item-video1">
<img src="videos/results/cat_dog_1/cat.jpg" alt="MY ALT TEXT" width="222px"/>
<img src="videos/results/cat_dog_1/dog.jpg" alt="MY ALT TEXT" width="222px"/>
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="400px">
<source src="videos/results/cat_dog_1/highres.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">a <font color="#548235">cat*</font> and a <font color="#C00000">dog*</font> walking in the Times Square</p><br>
</div>
<div class="item item-video2">
<img src="videos/results/anime_guitar/anime.jpg" alt="MY ALT TEXT" width="222px"/>
<img src="videos/results/anime_guitar/guitar.png" alt="MY ALT TEXT" width="222px"/>
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="400px">
<source src="videos/results/anime_guitar/highres.mp4"
type="video/mp4">
</video>
<h3 align="center" style="font-family:Bradley Hand">an <font color="#548235">anime character*</font> playing a <font color="#C00000">guitar*</font> in front of Tower Bridge</h3><br>
</div>
<div class="item item-video3">
<img src="videos/results/bear_bike/bear.jpg" alt="MY ALT TEXT" width="222px"/>
<img src="videos/results/bear_bike/bike.jpg" alt="MY ALT TEXT" width="222px"/>
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="400px">
<source src="videos/results/bear_bike/highres.mp4"
type="video/mp4">
</video>
<h3 align="center" style="font-family:Bradley Hand">a <font color="#548235">toy bear*</font> riding a <font color="#C00000">bike*</font> on the beach</h3><br>
</div>
<div class="item item-video4">
<img src="videos/results/woodenpot_flower/woodenpot.jpg" alt="MY ALT TEXT" width="222px"/>
<img src="videos/results/woodenpot_flower/flower.jpg" alt="MY ALT TEXT" width="222px"/>
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="400px">
<source src="videos/results/woodenpot_flower/highres.mp4"
type="video/mp4">
</video>
<h3 align="center" style="font-family:Bradley Hand">a front view of a <font color="#548235">woodenpot*</font> with a <font color="#C00000">flower*</font> in it on beach with a view of seashore</h3><br>
</div>
</div>
<p>Customized text-to-video generation results of our proposed CustomVideo with given multiple subjects (left) and text prompts (below). Our approach can disentangle highly similar subjects, \eg, \emph{cat} v.s. \emph{dog}, simultaneously preserving the fidelity of subjects and smooth motions.</p>
</div>
</div>
</section> -->
<br>
<!-- Teaser video-->
<!-- <section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<video preload="auto"poster="" id="tree" autoplay controls muted loop width="600px" outline="0px">
<source src="final_very_compressed.mp4"
type="video/mp4">
</video>
</div>
</div>
</section> -->
<!-- End teaser video -->
<!-- Paper abstract -->
<section class="section hero is-light">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
In this paper, we introduce a novel path to <i>general</i> human motion generation by focusing on 2D space. Traditional methods have primarily generated human motions in 3D, which, while detailed and realistic, are often limited by the scope of available 3D motion data in terms of both the size and the diversity. To address these limitations, we exploit extensive availability of 2D motion data. We present <b>Holistic-Motion2D</b>, the first comprehensive and large-scale benchmark for 2D whole-body motion generation, which includes over 1M in-the-wild motion sequences, each paired with high-quality whole-body/partial pose annotations and textual descriptions. Notably, Holistic-Motion2D is ten times larger than the previously largest 3D motion dataset. We also introduce a baseline method, featuring innovative <i>whole-body part-aware attention</i> and <i>confidence-aware modeling</i> techniques, tailored for 2D <u>T</u>ext-driv<u>EN</u> whole-bo<u>D</u>y motion gen<u>ER</u>ation, namely <b>Tender</b>. Extensive experiments demonstrate the effectiveness of <b>Holistic-Motion2D</b> and <b>Tender</b> in generating expressive, diverse, and realistic human motions. We also highlight the utility of 2D motion for various downstream applications and its potential for lifting to 3D motion.
</p>
</div>
</div>
</div>
</div>
</section>
<!-- End paper abstract -->
<!-- Paper poster -->
<section class="hero is-small">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-">
<h2 class="title is-3">Dataset</h2>
<div class="content has-text-justified">
<div>
<td colspan="3"><img src="images/dataset_comparison.png" alt="" width="1000" /></td>
</div>
<p>Comparison between our proposed Holistic-Motion2D and existing text-motion datasets. The video quantity of our Holistic-Motion2D is <b>10x</b> larger than the previously largest 3D motion dataset, <i>i.e.</i>, Motion-X.</p>
<br>
<div>
<td colspan="3"><img src="images/pipeline.png" alt="" width="1000" /></td>
</div>
<p>Overview of the keypoints and pose descriptions annotation pipeline of 2D whole-body motions.</p>
</div>
</div>
</section>
<!--End paper poster -->
<!-- Paper poster -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column is-">
<h2 class="title is-3">Method</h2>
<div class="content has-text-justified">
<div>
<td colspan="3"><img src="images/framework.png" alt="" width="1000" /></td>
</div>
<p><b>Overview of our Tender framework</b>. (a) PA-VAE to embed whole-body part-aware spatio-temporal features into a latent space. (b) The diffusion model to generate realistic whole-body motions conditioned on texts. (c) Whole-body Part-Aware Attention to model spatial relations of different parts with CAG mechanism.</p>
</div>
</div>
</section>
<!--End paper poster -->
<!-- Video grid -->
<!-- <section class="hero is-light">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column">
<h2 class="title is-3">TokenFlow Editing results</h2>
<div class="content has-text-justified">
<td colspan="3">
<p style="margin-top: -12px;">
Hover over the videos to see the original video and text prompts.
</p>
</td>
<div class="video-wrapper" style="width: 32%">
<video preload="auto"class="hover-video" src="videos/results/bread/input_fps20.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/bread/result_fps_20.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">an ice sculpture</div>
</div>
<div class="video-wrapper" style="width: 32%">
<video preload="auto"class="hover-video" src="videos/results/wolf-part/input_fps20.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/wolf-part/result_fps_20.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">a robotic wolf</div>
</div>
<div class="video-wrapper" style="width: 32%">
<video preload="auto"class="hover-video" src="videos/results/woman-running/input_fps30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/woman-running/marble.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">a marble sculpture</div>
</div>
<br />
<div class="video-grid">
<div class="video-wrapper">
<video preload="auto"class="hover-video" src="videos/results/poodle_2/input_fps30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/poodle_2/result_fps_30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">Van Gogh painting</div>
</div>
<div class="video-wrapper">
<video preload="auto"class="default-video" src="videos/results/stork/origami.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="hover-video" src="videos/results/stork/input_fps30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">an origami of a stork</div>
</div>
<br />
<div class="video-wrapper">
<video preload="auto"class="default-video" src="videos/results/tesla/result_fps_30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="hover-video" src="videos/results/tesla/input_fps30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">a car made of ice on an icy road</div>
</div>
<div class="video-wrapper">
<video preload="auto"class="hover-video" src="videos/results/gen1-face/input_fps30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/gen1-face/result_fps30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">Van Gogh painting</div>
</div>
<br/>
<div class="video-wrapper">
<video preload="auto"class="default-video" src="videos/results/man_basket/result_fps_30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="hover-video" src="videos/results/man_basket/input_fps30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">a robot spinning a silver ball</div>
</div>
<div class="video-wrapper">
<video preload="auto"class="hover-video" src="videos/results/kittens/input_fps30.mp4" preload="metadata" autoplay loop muted> </video>
<video preload="auto"class="default-video" src="videos/results/kittens/result_fps_30.mp4" preload="metadata" autoplay controls loop muted></video>
<div class="overlay-text">colorful crochet kittens</div>
</div>
<br/>
</div>
</section> -->
<!-- End video preload="auto"grid -->
<!-- video preload="auto"carousel -->
<section class="hero is-small">
<div class="hero-body">
<!-- <div class="container is-max-desktop"> -->
<div class="columns is-centered has-text-centered">
<div class="column custom-width">
<h2 class="title is-3">Comparison with State-of-the-arts</h2>
<div class="content has-text-justified" align="center">
<div id="results-carousel" class="carousel results-carousel" align="center">
<div class="item item-video1">
<div class="caption-container" style="width: 950px; padding-left: 0px">
<div class="caption">
<p><b>Tender</b></p>
</div>
<div class="caption">
<p> <b>T2M-GPT</b><a href="#tsmgpt">[1]</a></p>
</div>
<div class="caption">
<p> <b>MDM</b><a href="#mdm">[2]</a></p>
</div>
<div class="caption">
<p> <b>MLD</b><a href="#mld">[3]</a></p>
</div>
</div>
<!-- Add caption element for each video preload="auto"-->
<video preload="auto"poster="" id="video11" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/1/tender.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video12" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/1/t2mgpt.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video13" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/1/mdm.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video14" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/1/mld.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A woman is doing squats with dumbbells in a gym.</p><br>
</div>
<div class="item item-video2">
<div class="caption-container" style="width: 950px; padding-left: 0px">
<div class="caption">
<p><b>Tender</b></p>
</div>
<div class="caption">
<p> <b>T2M-GPT</b><a href="#tsmgpt">[1]</a></p>
</div>
<div class="caption">
<p> <b>MDM</b><a href="#mdm">[2]</a></p>
</div>
<div class="caption">
<p> <b>MLD</b><a href="#mld">[3]</a></p>
</div>
</div>
<!-- Add caption element for each video preload="auto"-->
<video preload="auto"poster="" id="video11" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/2/tender.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video12" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/2/t2mgpt.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video13" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/2/mdm.mp4"
type="video/mp4">
</video>
<video preload="auto"poster="" id="video14" autoplay controls muted loop width="300px">
<!-- Your video preload="auto"file here -->
<source src="videos/compare/2/mld.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">This man was performing ball-throwing acrobatics.</p><br>
</div>
</div>
<p align="center"><b>Qualitative results of our Tender compared with previous SOTA methods.</b> Our <b>Tender</b> generates clearly more vivid human motions <br>and preserves the fidelity, together with superior temporal consistency.</p>
</div>
</div>
</div>
</div>
</section>
<!-- End video preload="auto"carousel -->
<!-- Video carousel -->
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container is-max-desktop">
<!-- <div class="container is-max-desktop">
<div class="container"> -->
<!-- <div class="content has-text-justified" align="center"> -->
<h2 align="center" class="title is-3">Application 1: Pose-guided Human Video Generation</h2>
<div class="caption-container" style="width: 850px; padding-left: 100px">
<div class="caption">
<p><b>Reference Image</b></p>
</div>
<div class="caption">
<p> <b>DensePose (mapped from 2D keypoints)</b></p>
</div>
<div class="caption">
<p> <b>Generated Video</b></p>
</div>
</div>
<div id="results-carousel" class="carousel results-carousel" align="center">
<!-- <div class="content has-text-justified" align="center"> -->
<div class="item item-video1">
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="1000px">
<source src="videos/downstream/human/anyone-10_K400_0s73fjHokag/grid.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">The man in the middle is doing a dance move.</p><br>
</div>
<div class="item item-video2">
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="1000px">
<source src="videos/downstream/human/anyone-11_K700_dq8df2Lbj_c_000037_000047/grid.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is performing a series of exercises with dumbbells.</p><br>
</div>
<div class="item item-video3">
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="1000px">
<source src="videos/downstream/human/anyone-12_K700_RHK30i-kcqQ_000061_000071/grid.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A woman is lifting a barbell and then dropping it with both hands.</p><br>
</div>
<div class="item item-video4">
<video preload="auto" poster="" id="video11" autoplay controls muted loop width="1000px">
<source src="videos/downstream/human/anyone-13_K700_g6bIb-odH3M_000005_000015/grid.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A woman is doing squats with dumbbells in a gym.</p><br>
</div>
</div>
<p align="center">Visualization results of pose-guided human video generation using our proposed <b>Tender</b> model in multiple visual scenarios, <br>with a corresponding text prompt given below and a reference image given on the left.</p>
<!-- </div> -->
</div>
</div>
</div>
</div>
</section>
<!-- Video carousel -->
<!-- Video carousel -->
<section class="hero is-small">
<div class="hero-body">
<div class="container is-max-desktop">
<h2 align="center" class="title is-3">Application 2: 2D-to-3D Motion Lifting</h2>
<div class="caption-container" style="width: 750px; padding-left: 200px">
<div class="caption">
<p><b>2D Human Motion</b></p>
</div>
<div class="caption">
<p> <b>Lifted 3D Human Motion</b></p>
</div>
</div>
<div id="results-carousel" class="carousel results-carousel" align="center">
<div class="item item-video1">
<video preload="auto" poster="" id="video333" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_InternVid_DUNOO1iRE_w_00_03_09.656_00_03_14.628.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is lifting weights while standing on a weight bench in the gym.</p><br>
</div>
<div class="item item-video2">
<video preload="auto" poster="" id="video444" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_K400_0fjsXnccCu0.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is lifting a barbell and performing a series of exercises.</p><br>
</div>
<div class="item item-video3">
<video preload="auto" poster="" id="video555" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_K400_kRv3B6AWoX8.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is juggling three balls.</p><br>
</div>
<div class="item item-video4">
<video preload="auto" poster="" id="video666" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_K700_g6bIb-odH3M_000005_000015.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A woman is doing squats with dumbbells in a gym.</p><br>
</div>
<div class="item item-video5">
<video preload="auto" poster="" id="video777" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_K700_l7ICw6Qe_F0_000006_000016.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is doing a workout with dumbbells.</p><br>
</div>
<div class="item item-video6">
<video preload="auto" poster="" id="video888" autoplay controls muted loop width="800px">
<source src="videos/downstream/lifting/results_K700_Cdu19VuWZOc_000008_000018.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is performing exercises in a gym by lying on his back and rolling over to his stomach.</p><br>
</div>
</div>
<p align="center">Visualization results of 3D motion lifting using our proposed <b>Tender</b> model in multiple visual scenarios, <br>with a corresponding text prompt given below.</p>
</div>
</div>
</div>
</section>
<section class="hero is-small is-light">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="container">
<h2 align="center" class="title is-3">More Generated 2D Human Motions</h2>
<div id="results-carousel" class="carousel results-carousel" align="center">
<!-- <div class="content has-text-justified" align="center"> -->
<div class="item item-video1">
<video preload="auto" poster="" id="video111111" autoplay controls muted loop width="300px">
<source src="videos/2dmotion/K400_FTIshljnb5c.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">The man is playing the piano with his hands.</p><br>
</div>
<div class="item item-video2">
<video preload="auto" poster="" id="video333" autoplay controls muted loop width="300px">
<source src="videos/2dmotion/K400_HF4CAhZhY7g.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">A man is lifting weights in a gym. He is lifting the weights with both hands in a slow and steady motion.</p><br>
</div>
<div class="item item-video1">
<video preload="auto" poster="" id="video111111" autoplay controls muted loop width="300px">
<source src="videos/2dmotion/K400_4jYp88KLulk.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">The elderly man swinging a golf club in different directions and positions. The man is practicing his swing.</p><br>
</div>
<div class="item item-video1">
<video preload="auto" poster="" id="video111111" autoplay controls muted loop width="300px">
<source src="videos/2dmotion/K400_VR-qzAn3Oxg.mp4"
type="video/mp4">
</video>
<p align="center" style="font-family:Bradley Hand">The man is performing a martial art routine. He is doing a series of punches and kicks and postures.</p><br>
</div>
</div>
<p align="center">Visualization results of he generated 2D whole-body motions using our proposed <b>Tender</b> model in multiple visual scenarios, <br>with a corresponding text prompt given below.</p>
<!-- <p align="center">Generated videos from our CustomVideo with two subjects.</p> -->
<!-- </div> -->
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<div class="column custom-width">
<h2 class="title is-3">References</h2>
<div class="content has-text-justified">
<p>
<a name="t2mgpt" id="t2mgpt"></a>
[1] Jianrong Zhang, Yangsong Zhang, Xiaodong Cun, Shaoli Huang, Yong Zhang, Hongwei Zhao, Hongtao Lu, and Xi Shen. T2m-gpt: Generating human motion from textual descriptions with discrete representations. CVPR, 2023.
</p>
<p>
<a name="mdm" id="mdm"></a>
[2] Guy Tevet, Sigal Raab, Brian Gordon, Yonatan Shafir, Daniel Cohen-Or, and Amit H Bermano. Human motion diffusion model. ICLR, 2023.
</p>
<p>
<a name="mld" id="mld"></a>
[3] Xin Chen, Biao Jiang, Wen Liu, Zilong Huang, Bin Fu, Tao Chen, and Gang Yu. Executing your commands via motion diffusion in latent space. CVPR, 2023.
</p>
</div>
</div>
</div>
</div>
</section>
<!--BibTex citation -->
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>
@article{wang2024holistic,
title={Holistic-Motion2D: Scalable Whole-body Human Motion Generation in 2D Space},
author={Wang, Yuan and Wang, Zhao and Gong, Junhao and Huang, Di and He, Tong and Ouyang, Wanli and Jiao, Jile and Feng, Xuetao and Dou, Qi and Tang, Shixiang and Xu, Dan},
journal={arXiv preprint arXiv:},
year={2024}
}
</code></pre>
</div>
</section>
<!--End BibTex citation -->
<!-- <br>
<br> -->
<footer class="footer">
<div class="container">
<div class="columns is-centered">
<div class="column is-8">
<div class="content">
<p>
This page was built using the <a href="https://github.com/eliahuhorwitz/Academic-project-page-template" target="_blank">Academic Project Page Template</a>.
<br> This website is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/" target="_blank">Creative
Commons Attribution-ShareAlike 4.0 International License</a>.
</p>
</div>
</div>
</div>
</div>
</footer>
<!-- Statcounter tracking code -->
<!-- You can add a tracker to track page visits by creating an account at statcounter.com -->
<!-- End of Statcounter Code -->
<script>
window.addEventListener('DOMContentLoaded', (event) => {
const videoWrappers = document.querySelectorAll('.video-wrapper');
videoWrappers.forEach(wrapper => {
const defaultVideo = wrapper.querySelector('.default-video');
const aspectRatio = defaultVideo.videoWidth / defaultVideo.videoHeight;
const height = wrapper.offsetWidth / aspectRatio;
wrapper.style.height = `${height}px`;
wrapper.addEventListener('mouseenter', () => {
defaultVideo.pause();
hoverVideo.play();
});
wrapper.addEventListener('mouseleave', () => {
defaultVideo.play();
hoverVideo.pause();
});
});
});
$(document).ready(function() {
var carouselItems = $('.carousel .item');
var numItems = carouselItems.length;
var numVideos = 5;
var currentIndex = 0;
$('.carousel').on('click', function() {
currentIndex++;
if (currentIndex + numVideos <= numItems) {
carouselItems.removeClass('active');
carouselItems.slice(currentIndex, currentIndex + numVideos).addClass('active');
} else {
currentIndex = 0;
carouselItems.removeClass('active');
carouselItems.slice(currentIndex, currentIndex + numVideos).addClass('active');
}
});
carouselItems.slice(currentIndex, currentIndex + numVideos).addClass('active');
});
</script>