-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathindex.html
executable file
·510 lines (462 loc) · 18.6 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
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description"
content="HeadGAP">
<meta name="keywords" content="Hand Avatar">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>HeadGAP</title>
<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">
<link rel="icon" href="./static/favicon.ico">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.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>
<nav class="navbar" role="navigation" aria-label="main navigation">
<div class="navbar-brand">
<a role="button" class="navbar-burger" aria-label="menu" aria-expanded="false">
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
</a>
</div>
<div class="navbar-menu">
<div class="navbar-start" style="flex-grow: 1; justify-content: center;">
<a class="navbar-item" href="">
<span class="icon">
<i class="fas fa-home"></i>
</span>
</a>
<div class="navbar-item has-dropdown is-hoverable">
<a class="navbar-link">
More Research
</a>
<div class="navbar-dropdown">
<a class="navbar-item" href="https://pengfeiren96.github.io/DIR/">
Decoupled Iterative Refinement Framework for Interacting Hands Reconstruction from a Single RGB Image
</a>
<a class="navbar-item" href="https://zxz267.github.io/AvatarJLM/">
Realistic Full-Body Tracking from Sparse Observations via Joint-Level Modeling
</a>
<a class="navbar-item" href="https://zxz267.github.io/HaMuCo/">
HaMuCo: Hand Pose Estimation via Multiview Collaborative Self-Supervised Learning
</a>
<a class="navbar-item" href="https://zxz267.github.io/OHTA/">
OHTA: One-shot Hand Avatar via Data-driven Implicit Priors
</a>
</div>
</div>
</div>
</div>
</nav>
<section class="hero">
<div class="hero-body">
<div class="container is-widescreen">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">Head<span class="g-text">G</span><span class="a-text">A</span><span class="p-text">P</span>: Few-shot 3D Head Avatar via <br>Generalizable <span class="g-text">G</span><span class="a-text">A</span>ussian <span class="p-text">P</span>riors</h1>
<h2 class="title publication-title is-4 has-text-grey">3DV 2025</h2>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://scholar.google.com/citations?user=3hSD41oAAAAJ">Xiaozheng Zheng<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=v8TFZI4AAAAJ">Chao Wen<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Zhaohu Li<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Weiyi Zhang<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=iaqDkqMAAAAJ">Zhuo Su<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Xu Chang<sup>1</sup></a>,
</span>
<br>
<span class="author-block">
<a href="#">Yang Zhao<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Zheng Lv<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Xiaoyuan Zhang<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations&user=bs5YPmMAAAAJ">Yongjie Zhang<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="#">Guidong Wang<sup>1</sup></a>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=aPS5pJkAAAAJ">Lan Xu<sup>2</sup></a>,
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>ByteDance</span>
<br>
<span class="author-block"><sup>2</sup>ShanghaiTech University</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<span class="link-block">
<a href="https://arxiv.org/pdf/2408.06019"
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>
<span class="link-block">
<a href="https://arxiv.org/abs/2408.06019"
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>
<!-- Video Link. -->
<span class="link-block">
<a href="#"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-youtube"></i>
</span>
<span>Video</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero teaser">
<div class="container is-widescreen">
<div class="hero-body">
<div class="is-centered">
<img src="./static/images/teaser.jpg" width="1200px"/>
</div>
<h2 class="subtitle has-text-centered">
We present an approach to creating photo-realistic animatable 3D head avatars from only a few or even one image of the target person.
<br><br>
</h2>
</div>
</div>
</section>
<div class="columns is-centered has-text-centered">
<h2 class="title is-3">Video Results</h2>
</div>
<div class="columns is-centered has-text-centered">
<h2 class="title is-4">3-shot</h2>
</div>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="container">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-4">Cross-reenactment Results</h2>
</div>
</div>
<div id="results-carousel" class="carousel results-carousel">
<div class="item">
<video poster="" id="c1" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/cross/cross-part1.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="c4" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/cross/cross-part4.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="c2" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/cross/cross-part2.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="c3" autoplay controls muted loop playsinline height="100%">
<source src="./static/videos/cross/cross-part3.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small">
<div class="hero-body">
<div class="container">
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-4">Self-reenactment Results</h2>
</div>
</div>
<div id="results-carousel" class="carousel results-carousel">
<div class="item">
<video poster="" id="074" controls muted loop playsinline height="100%">
<source src="./static/videos/self/074.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="175" controls muted loop playsinline height="100%">
<source src="./static/videos/self/175.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="210" controls muted loop playsinline height="100%">
<source src="./static/videos/self/210.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="252" controls muted loop playsinline height="100%">
<source src="./static/videos/self/252.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="254" controls muted loop playsinline height="100%">
<source src="./static/videos/self/254.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-light is-small">
<div class="hero-body">
<div class="container">
<div id="results-carousel" class="carousel results-carousel">
<div class="item">
<video poster="" id="256" controls muted loop playsinline height="100%">
<source src="./static/videos/self/256.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="257" controls muted loop playsinline height="100%">
<source src="./static/videos/self/257.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="258" controls muted loop playsinline height="100%">
<source src="./static/videos/self/258.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="259" controls muted loop playsinline height="100%">
<source src="./static/videos/self/259.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="260" controls muted loop playsinline height="100%">
<source src="./static/videos/self/260.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="hero is-small">
<div class="hero-body">
<div class="container">
<div id="results-carousel" class="carousel results-carousel">
<div class="item">
<video poster="" id="261" controls muted loop playsinline height="100%">
<source src="./static/videos/self/261.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="314" controls muted loop playsinline height="100%">
<source src="./static/videos/self/314.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="262" controls muted loop playsinline height="100%">
<source src="./static/videos/self/262.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="317" controls muted loop playsinline height="100%">
<source src="./static/videos/self/317.mp4"
type="video/mp4">
</video>
</div>
<div class="item">
<video poster="" id="263" controls muted loop playsinline height="100%">
<source src="./static/videos/self/263.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<!-- Abstract. -->
<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 present a novel 3D head avatar creation approach capable of generalizing from few-shot in-the-wild data with high-fidelity and animatable robustness.
Given the underconstrained nature of this problem, incorporating prior knowledge is essential. Therefore, we propose a framework comprising prior learning and avatar creation phases.
The prior learning phase leverages 3D head priors derived from a large-scale multi-view dynamic dataset, and the avatar creation phase applies these priors for few-shot personalization.
Our approach effectively captures these priors by utilizing a Gaussian Splatting-based auto-decoder network with part-based dynamic modeling.
Our method employs identity-shared encoding with personalized latent codes for individual identities to learn the attributes of Gaussian primitives.
During the avatar creation phase, we achieve fast head avatar personalization by leveraging inversion and fine-tuning strategies.
Extensive experiments demonstrate that our model effectively exploits head priors and successfully generalizes them to few-shot personalization, achieving photo-realistic rendering quality, multi-view consistency, and stable animation.
</p>
</div>
</div>
</div>
<!--/ Abstract. -->
<!-- Paper video. -->
<!-- <div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Video</h2>
<div class="publication-video">
<iframe src="#" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
</div>
</div>
</div> -->
<!--/ Paper video. -->
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<!-- Animation. -->
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">HeadGAP framework</h2>
<div class="columns is-vcentered interpolation-panel">
<img src="./static/images/framework_only.jpg"
class="network-image"
alt="Ours framework."/>
</div>
<div style="text-align: center;">
(1)The prior learning phase uses different IDs' data to embed head priors into the GAPNet.
(2)The personalization phase firstly optimizes identity codes to obtain the inverted avatar, then updates the GAPNet to get the fine-tuned avatar.
</div>
</div>
<br/>
</div>
</div>
<!--/ Animation. -->
</section>
<section class="section">
<div class="container is-max-desktop">
<!-- Animation. -->
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">Network Architecture</h2>
<div class="columns is-vcentered interpolation-panel">
<img src="./static/images/GAPNet.jpg"
class="network-image"
alt="Ours pipeline."/>
</div>
</div>
<br/>
</div>
</div>
<!--/ Animation. -->
</section>
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">Results</h2>
<h3 class="title is-4">Our 3-shot results on NeRSemble and in-house dataset</h3>
<div class="columns is-vcentered interpolation-panel">
<img src="./static/images/cross-reenectment.jpg"
class="interpolation-image"
alt="Ours vs. state-of-the-art methods on InterHand2.6M."/>
</div>
<br>
<h3 class="title is-4">In-the-wild 3-shot results</h3>
<div class="columns is-vcentered in-the-wild-image">
<img src="./static/images/phone-captured.jpg"
alt="Ours in-the-wild results."/>
</div>
<h2 class="title is-3">Applications</h2>
<h3 class="title is-4">Texture Interpolation & Texture Swapping</h3>
<div class="columns is-vcentered interpolation-panel">
<img src="./static/images/application.jpg"
class="interpolation-image"
alt="Texture Interpolation & Texture Swapping."/>
</div>
</div>
</div>
</div>
</section>
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>
@article{zheng2024headgap,
title={HeadGAP: Few-shot 3D Head Avatar via Generalizable Gaussian Priors},
author={Zheng, Xiaozheng and Wen, Chao and Li, Zhaohu and Zhang, Weiyi and Su, Zhuo and Chang, Xu and Zhao, Yang and Lv, Zheng and Zhang, Xiaoyuan and Zhang, Yongjie and Wang, Guidong and Xu Lan},
journal={arXiv preprint arXiv:2408.06019},
year={2024}
}
</code></pre>
</div>
</section>
<footer class="footer">
<div class="container">
<div class="columns is-centered">
<div class="column is-8">
<div class="content">
<p>
This website is licensed under a <a rel="license"
href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
Commons Attribution-ShareAlike 4.0 International License</a>.
</p>
<p>
This means you are free to borrow the <a
href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
we just ask that you link back to this page in the footer.
Please remember to remove the analytics code included in the header of the website which
you do not want on your website.
</p>
</div>
</div>
</div>
</div>
</footer>
</body>
</html>