ARIG/index.html at master · jinyugy21/ARIG · GitHub

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
<!DOCTYPE html>
<html>

<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="ARIG: Autoregressive Interactive Head Generation for Real-time Conversations">
  <meta property="og:title"
    content="ARIG: Autoregressive Interactive Head Generation for Real-time Conversations" />
  <meta property="og:description"
    content="ARIG: Autoregressive Interactive Head Generation for Real-time Conversations" />
  <meta property="og:url" content="ARIG" />
  <!-- 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>ARIG</title>
  <!-- <link rel="icon" type="image/x-icon" href="static/images/favicon.ico"> -->
  <link rel="icon" type="image/x-icon" href="static/images/light.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">
            <h3 class="xtitle is-1 publication-title">ARIG: Autoregressive Interactive Head Generation for Real-time Conversations</h3>
            <div class="is-size-5 publication-authors">
              <!-- Paper authors -->
              <span class="author-block"></span>
              <a target="_blank">Ying Guo</a><sup>*</sup>,
              </span>
              <span class="author-block"></span>
              <a target="_blank">Xi Liu</a><sup>*</sup>,
              </span>
              <span class="author-block"></span>
              <a target="_blank">Cheng Zhen</a>,
              </span>
              <span class="author-block"></span>
              <a target="_blank">Pengfei Yan</a>,
              </span>
              <span class="author-block"></span>
              <a target="_blank">Xiaoming Wei</a>
              </span>
              <!-- <a href="FIRST AUTHOR PERSONAL LINK" target="_blank">Anonymous</a><sup>*</sup>,</span> -->
              <!-- <span class="author-block">
                <a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Second Author</a><sup>*</sup>,</span>
              <span class="author-block">
                <a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Third Author</a> -->
              </span>
            </div>

            <div class="is-size-5 publication-authors">
              <span class="author-block">Vision AI Department, Meituan
                <br>ICCV 2025</span>
              <span class="eql-cntrb"><small><br><sup>*</sup>Indicates Equal Contribution</small></span>
            </div>

            <!-- Arxiv PDF link -->
            <!-- <div class="column has-text-centered"> -->
            <span class="link-block">
              <a href="#" 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>

            <span class="link-block">
              <a href="#" 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>
            <!-- </a>
            </span> -->
          </div>
        </div>
      </div>
    </div>
    </div>
    </div>
  </section>

  <!-- 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"> -->
        <div class="column is-full">
          <h2 class="title is-3">Abstract</h3>
            <div class="content has-text-justified">
              <p>
                Face-to-face communication, as a common human activity, motivates the research on interactive head generation. A virtual agent can generate motion responses with both listening and speaking capabilities based on the audio or motion signals of the other user and itself. However, previous clip-wise generation paradigm or explicit listener/speaker generator-switching methods have limitations in future signal acquisition, contextual behavioral understanding, and switching smoothness, making it challenging to be real-time and realistic. In this paper, we propose an autoregressive (AR) based frame-wise framework called ARIG to realize the real-time generation with better interaction realism. To achieve real-time generation, we model motion prediction as a non-vector-quantized AR process. Unlike discrete codebook-index prediction, we represent motion distribution using diffusion procedure, achieving more accurate predictions in continuous space. To improve interaction realism, we emphasize interactive behavior understanding (IBU) and detailed conversational state understanding (CSU). In IBU, based on dual-track dual-modal signals, we summarize short-range behaviors through bidirectional-integrated learning and perform contextual understanding over long ranges. In CSU, we use voice activity signals and context features of IBU to understand the various states (interruption, feedback, pause, etc.) that exist in actual conversations. These serve as conditions for the final progressive motion prediction. Extensive experiments have verified the effectiveness of our model.
              </p>
            </div>
        </div>
      </div>
    </div>
  </section>


  <!-- <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">
          <h3 class="title is-3">Abstract</h3>
          <div class="content has-text-justified">
            <p>
              Coming soon.
            </p>
          </div>
        </div>
      </div>
    </div>
  </section> -->
  <!-- End paper abstract -->

  <!-- Teaser video-->
  <section class="hero teaser">
    <div class="container is-max-desktop">
      <h2 class="title is-3">Pipeline</h2>
      <div class="hero-body">
        <!-- <h6 class="subtitle"> -->
        <!-- <div class="content has-text-justified"> -->
        <!-- </h6> -->
        <div style="text-align:center;">
          <img width="70%" height="70%" src="static/images/pip7.png">
        </div>
      </div>
    </div>
  </section>
  <!-- End teaser video -->

  <section class="hero teaser">
    <div class="container is-max-desktop">
      <h2 class="title is-3">Agent’s conversational state</h2>
      <div class="hero-body">
        <!-- <h6 class="subtitle"> -->
        <!-- <div class="content has-text-justified"> -->
        <p>
          In addition to regular speaking/listening, it also includes many complex states, like interrupt, pause, feedback.
        </p>
        <!-- </h6> -->
        <div style="text-align:center;">
          <img width="70%" height="70%" src="static/images/state6.png">
        </div>
      </div>
    </div>
  </section>
  <!-- End teaser video -->


  <!-- Youtube video -->
  <section class="hero is-small is-light">
    <div class="hero-body">
      <div class="container">
        <h2 class="title is-3"><strong>Video1</strong>: Visual Results on complex conversional scenarios</h2>

        <!-- 第一个视频 -->
        <div class="columns is-centered has-text-centered">
          <div class="column is-half">
            <video controls width="100%">
              <source src="static/videos/1-small.mp4" type="video/mp4">
            </video>
          </div>
        </div>

        <!-- 第二个视频 -->
        <div class="columns is-centered has-text-centered">
          <div class="column is-half">
            <video controls width="100%">
              <source src="static/videos/2-small.mp4" type="video/mp4">
            </video>
          </div>
        </div>

        <!-- 第三个视频 -->
        <div class="columns is-centered has-text-centered">
          <div class="column is-half">
            <video controls width="100%">
              <source src="static/videos/3-small.mp4" type="video/mp4">
            </video>
          </div>
        </div>

      </div>
    </div>
  </section>

  <!-- Youtube video -->
  <section class="hero is-small is-light">
    <div class="hero-body">
      <div class="container">
        <h2 class="title is-3"><strong>Video2</strong>: Ablations </h2>

        <!-- 第一行：3个视频 -->
        <div class="columns is-centered has-text-centered">
          <div class="column is-one-third">
            <video controls width="100%">
              <source src="static/videos/ablation-small-1.mp4" type="video/mp4">
            </video>
          </div>
          <div class="column is-one-third">
            <video controls width="100%">
              <source src="static/videos/ablation-small-2.mp4" type="video/mp4">
            </video>
          </div>
          <div class="column is-one-third">
            <video controls width="100%">
              <source src="static/videos/ablation-small-3.mp4" type="video/mp4">
            </video>
          </div>
        </div>

        <!-- 第二行：2个视频，左右两边空出一列 -->
        <div class="columns is-centered has-text-centered">
          <div class="column is-one-third"></div>
          <div class="column is-one-third">
            <video controls width="100%">
              <source src="static/videos/ablation-small-4.mp4" type="video/mp4">
            </video>
          </div>
          <div class="column is-one-third">
            <video controls width="100%">
              <source src="static/videos/ablation-small-5.mp4" type="video/mp4">
            </video>
          </div>
        </div>
      </div>
    </div>
  </section>

  <!-- Youtube video -->
  <section class="hero is-small is-light">
    <div class="hero-body">
      <div class="container">
        <!-- Paper video. -->
        <h2 class="title is-3"><strong>Video3</strong>: Comparisons with SOTA </h2>
        <div class="columns is-centered has-text-centered">
          <div class="column is-half">
            <video controls width="100%">
              <source src="static/videos/compareSOTA-small-1.mp4" type="video/mp4">
            </video>
          </div>
          <div class="column is-half">
            <video controls width="100%">
              <source src="static/videos/compareSOTA-small-2.mp4" type="video/mp4">
            </video>
          </div>
        </div>
      </div>
    </div>
  </section>

  <!-- Youtube video -->
  <section class="hero is-small is-light">
    <div class="hero-body">
      <div class="container">
        <!-- Paper video. -->
        <h2 class="title is-3"><strong>Video4</strong>: Comparisons on Talking </h2>
        <div class="columns is-centered has-text-centered">
          <div class="column is-four-fifths">

            <video controls="" width="50%" height="50%">
              <!-- t=0.001 is a hack to make iPhone show video thumbnail -->
              <!-- <source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/talking.mp4?raw=true" type="video/mp4"> -->
              <source src="static/videos/compareTalk-small.mp4" type="video/mp4">
            </video>
          </div>
        </div>
      </div>
    </div>
  </section>

  <!-- Youtube video -->
  <section class="hero is-small is-light">
    <div class="hero-body">
      <div class="container">
        <!-- Paper video. -->
        <h2 class="title is-3"><strong>Video5</strong>: Comparisons on Listening </h2>
        <div class="columns is-centered has-text-centered">
          <div class="column is-four-fifths">

            <video controls="" width="50%" height="50%">
              <!-- t=0.001 is a hack to make iPhone show video thumbnail -->
              <!-- <source src="https://github.com/sadtalker/sadtalker.github.io/blob/main/static/videos/talking.mp4?raw=true" type="video/mp4"> -->
              <source src="static/videos/compareListen-small.mp4" type="video/mp4">
            </video>
          </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>BibTex Code Here</code></pre>
    </div>
  </section> -->
  <!--End BibTex citation -->


  <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> which was adopted from the <a
                href="https://nerfies.github.io" target="_blank">Nerfies</a> project page.
              You are free to borrow the of this website, we just ask that you link back to this page in the
              footer.
              <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 -->

</body>

</html>