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<meta content="FlowAct-R2: Beyond Talking Avatar via Streaming Multimodal References and Proactive Agent Planning." name="description"/>
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<div class="article-meta"><span class="eyebrow">Research / Technical blog</span><span>Bytedance Intelligent Creation</span></div>
<h1>FlowAct-R2</h1>
<div class="article-author-byline"><div class="is-size-5 publication-authors">
<span class="author-block">
Ziyao Huang<sup>*</sup>,
</span>
<span class="author-block">
Zhengkun Rong<sup>*</sup>,
</span>
<span class="author-block">
Shiyang Qin<sup>*</sup>,
</span>
<span class="author-block">
Shuang Liang<sup>*</sup>,
</span>
<span class="author-block">
Wentao Hu<sup>*</sup>,
</span>
<span class="author-block">
Yuxuan Luo<sup>*†</sup>,
</span>
<span class="author-block">
Yuan Zhang,
</span>
<span class="author-block">
Mingyuan Gao
</span>
</div><div class="is-size-5 publication-authors">
<span class="author-block">Bytedance Intelligent Creation</span>
</div><div class="is-size-5 publication-authors">
<span class="eql-cntrb"><small><sup>*</sup>Core Contributors</small></span>
<span class="eql-cntrb"><small><sup>†</sup>Corresponding Author</small></span>
</div></div>
<a class="text-link" href="#method">Explore the research <i aria-hidden="true" class="fas fa-arrow-down"></i></a>
</header>
<div aria-label="Featured demonstrations" class="featured-media"><figure><div class="video-shell">
<video aria-label="Entertainment streaming" controls="" loop="" playsinline="" poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/nono_20260624_185701_647_withrefaudio_faststart.jpg?v=20260907" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/teaser/nono_with_aigc_refs.mp4" type="video/mp4"/></video>
<button aria-label="Play Entertainment streaming" class="video-play" title="Play Entertainment streaming" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div><figcaption><span>01</span>Entertainment streaming</figcaption></figure><figure><div class="video-shell">
<video aria-label="Live shopping" controls="" loop="" playsinline="" poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/multigood_0902/case_004_005_006_crop1_comp_danmaku_first_frame.jpg?v=20260907_first" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/teaser/teaser_with_refs_20260907/case_004_005_006_crop1_comp_danmaku_withrefs.mp4" type="video/mp4"/></video>
<button aria-label="Play Live shopping" class="video-play" title="Play Live shopping" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div><figcaption><span>02</span>Live shopping</figcaption></figure><figure><div class="video-shell">
<video aria-label="Live vlogging" controls="" loop="" playsinline="" poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/IG/r2_audience_danmaku_compressed_crf28/vlog_shichahai_v5_online_20260812_011014.jpg?v=20260907" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/teaser/teaser_with_refs_20260907/vlog_shichahai_v5_online_20260812_011014_withrefs.mp4" type="video/mp4"/></video>
<button aria-label="Play Live vlogging" class="video-play" title="Play Live vlogging" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div><figcaption><span>03</span>Live vlogging</figcaption></figure><figure><div class="video-shell">
<video aria-label="Video chatting" controls="" loop="" playsinline="" poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/P0_talk_1_s2s_roleplay_20260820_v26_more_human_empathy_sophie_bgm010_20260826_cut13p5_22_bgm006_20260928_no_bgm_audience_v2_first_frame.jpg?v=20260929_audience_v2" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/P0_talk_1_s2s_roleplay_20260820_v26_more_human_empathy_sophie_bgm010_20260826_cut13p5_22_bgm006_20260928_no_bgm_audience_v2_faststart.mp4" type="video/mp4"/></video>
<button aria-label="Play Video chatting" class="video-play" title="Play Video chatting" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div><figcaption><span>04</span>Video chatting</figcaption></figure></div>
<div class="article-layout">
<aside class="contents"><nav aria-label="Article contents"><span class="eyebrow">Contents</span><a href="#overview"><span>00</span>Overview</a><a href="#method"><span>01</span>Method</a><a href="#entertainment"><span>02</span>Entertainment</a><a href="#shopping"><span>03</span>Live shopping</a><a href="#chatting"><span>04</span>Video chatting</a><a href="#vlogging"><span>05</span>Live vlogging</a><a href="#evaluation"><span>06</span>Comparing to Vidu-S1</a><a href="#evaluation-s2"><span>07</span>Vidu-S2 comparison</a><a href="#references"><span>08</span>References</a>
<a class="back-top" href="#top">Back to top <i aria-hidden="true" class="fas fa-arrow-up"></i></a></nav></aside>
<article><section aria-labelledby="overview-heading" class="article-section" id="overview">
<div class="section-heading"><span class="section-number">00</span><h2 id="overview-heading">Beyond talking avatars</h2></div>
<div class="prose"><p class="lead">We present FlowAct-R2, a next-generation framework for proactive, multimodal, and highly interactive humanoid video generation, enabling intelligent real-time streaming with rich behaviors across diverse live scenarios.</p>
<p>Streaming multimodal references and proactive agent planning bring expressive behaviors and task-oriented actions to continuous live interactions.</p></div>
<div class="capabilities">
<div><span class="capability-value">720p</span><span>Real-time video generation</span></div>
<div><span class="capability-value">Hour-scale</span><span>Continuous streaming</span></div>
<div><span class="capability-value">Multimodal</span><span>Image, audio &amp; video references</span></div>
</div></section><section aria-labelledby="method-heading" class="article-section" id="method">
<div class="section-heading"><span class="section-number">01</span><h2 id="method-heading">From planning to performance</h2></div>
<figure class="method-figure">
<a href="./static/images/method_v10.png" rel="noopener" target="_blank" title="Open method diagram at full resolution">
<img alt="FlowAct-R2 architecture: offline planning, online agent scheduling, and streaming multimodal-reference video generation." height="2850" loading="lazy" src="./static/images/method_v10.png?v=20260916_vidu_s2" width="5885"/>
<span class="diagram-expand"><i aria-hidden="true" class="fas fa-expand"></i><span class="sr-only">Open full diagram</span></span>
</a><figcaption>Offline preparation, online interaction, continuous generation.</figcaption>
</figure><div class="prose"><p>
FlowAct-R2 introduces a <strong>Streaming Multimodal Reference DiT</strong> for streaming digital human video generation, built by adapting the pretrained Seedance 2.0 Mini reference-to-video backbone. By extending Diffusion Forcing to streaming multimodal references, the model continuously incorporates rolling action prompts, audio, and dynamically updated image, audio, and video references while preserving bidirectional spatiotemporal modeling. A video-driven RoPE aligns incoming reference chunks with the generation timeline, enabling references to be updated or switched during an ongoing stream. FlowAct-R2 further combines explicitly trained reference-plus-image conditioning with partially noised historical motion frames to preserve identity and appearance while reducing error accumulation.
</p><p>
Complementing the video generator, the <strong>Proactive Interaction Agent</strong> enables a digital human to proactively sustain a live session while remaining responsive to audience interactions. Offline, the agent derives a persona from multimodal character assets, organizes the session into a long-horizon agenda, and compiles complex behaviors into reusable multimodal skills. Online, it combines the prepared agenda and skills with audience events and summarized interaction history to determine what behavior to perform and how it should be scheduled. By initiating, overlaying, deferring, interrupting, or resuming behaviors according to the current context, the digital human can continue purposeful activities without continuous user prompts while responding naturally when new interactions arise.
</p></div></section><section aria-labelledby="entertainment-heading" class="article-section" id="entertainment">
<div class="section-heading"><span class="section-number">02</span><h2 id="entertainment-heading">Entertainment streaming</h2></div>
<div class="prose"><p>
FlowAct-R2 simulates lifelike entertainment streamers that interact with live audience messages and invoke skills to perform singing, dancing, and other talent-driven behaviors.
</p></div><div class="gallery" data-gallery="">
<div class="gallery-toolbar"><span>Live performances</span>
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<div aria-label="Live performances videos" class="gallery-track" id="blog-entertainment-carousel" tabindex="0"><div class="gallery-item"><div class="video-shell">
<video aria-label="Live performances 1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/sing1_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/sing1_faststart.mp4" type="video/mp4"/></video>
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<video aria-label="Live performances 2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance2_faststart.jpg?v=20260914" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/videos/01_dance2.mp4" type="video/mp4"/></video>
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<video aria-label="Live performances 3" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/qiaopixiaoyima_faststart.jpg?v=20260914" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/videos/03_qiaopixiaoyima.mp4" type="video/mp4"/></video>
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<video aria-label="Live performances 4" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/zhangheyi_faststart.jpg?v=20260914" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/videos/05_zhangheyi.mp4" type="video/mp4"/></video>
<button aria-label="Play Live performances 4" class="video-play" title="Play Live performances 4" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
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<video aria-label="Live performances 5" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/yizhiyu_faststart.jpg?v=20260914" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/videos/04_yizhiyu.mp4" type="video/mp4"/></video>
<button aria-label="Play Live performances 5" class="video-play" title="Play Live performances 5" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
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<video aria-label="Live performances 6" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/chat2_sing1_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/chat2_sing1_faststart.mp4" type="video/mp4"/></video>
<button aria-label="Play Live performances 6" class="video-play" title="Play Live performances 6" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
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<video aria-label="Live performances 7" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/instrument1_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/instrument1_faststart.mp4" type="video/mp4"/></video>
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<video aria-label="Live performances 8" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/chat4_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/chat4_faststart.mp4" type="video/mp4"/></video>
<button aria-label="Play Live performances 8" class="video-play" title="Play Live performances 8" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
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</div><div class="gallery" data-gallery="">
<div class="gallery-toolbar"><span>Prepared performances</span>
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<video aria-label="Prepared performances 1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/1.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/1.mp4" type="video/mp4"/></video>
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<video aria-label="Prepared performances 2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/4.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/4.mp4" type="video/mp4"/></video>
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<video aria-label="Prepared performances 3" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/5.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/5.mp4" type="video/mp4"/></video>
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<video aria-label="Prepared performances 4" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/9.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/9.mp4" type="video/mp4"/></video>
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<video aria-label="Prepared performances 5" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/15.jpg?v=20260906" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/15.mp4" type="video/mp4"/></video>
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<video aria-label="Prepared performances 6" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/24.jpg?v=20260906" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/offline_videos_comressed/24.mp4" type="video/mp4"/></video>
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</div></section><section aria-labelledby="shopping-heading" class="article-section" id="shopping">
<div class="section-heading"><span class="section-number">03</span><h2 id="shopping-heading">Live shopping</h2></div>
<div class="prose"><p>
With streaming multi-reference conditioning, FlowAct-R2 enables live shopping avatars to hold products, try on items, and respond to audience feedback in interactive product-selling streams.
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<div class="gallery-toolbar"><span>Product demonstrations</span>
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<video aria-label="Product demonstrations 1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/multigood_0902/case_001_002_003.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/multigood_0902/case_001_002_003.mp4" type="video/mp4"/></video>
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<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_085.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_085.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 2" class="video-play" title="Play Product demonstrations 2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 3" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_061.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_061.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 3" class="video-play" title="Play Product demonstrations 3" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 4" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_104.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_104.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 4" class="video-play" title="Play Product demonstrations 4" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 5" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_004.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_004.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 5" class="video-play" title="Play Product demonstrations 5" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 6" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_108.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_108.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 6" class="video-play" title="Play Product demonstrations 6" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 7" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_024_first_frame.jpg?v=20260921_first" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_024.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 7" class="video-play" title="Play Product demonstrations 7" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Product demonstrations 8" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_034.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_034.mp4" type="video/mp4"/></video>
<button aria-label="Play Product demonstrations 8" class="video-play" title="Play Product demonstrations 8" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div>
</div></section><section aria-labelledby="chatting-heading" class="article-section" id="chatting">
<div class="section-heading"><span class="section-number">04</span><h2 id="chatting-heading">Video chatting</h2></div>
<div class="prose"><p>
FlowAct-R2 enables natural video chatting with responsive listening, expressive turn-taking, and lifelike avatar behaviors for seamless real-time interaction.
</p></div><div class="gallery" data-gallery="">
<div class="gallery-toolbar"><span>Conversations</span>
<div class="gallery-actions"><span aria-live="polite" class="gallery-counter"></span>
<button aria-label="Previous Conversations" class="icon-button" data-direction="-1" title="Previous videos" type="button"><i aria-hidden="true" class="fas fa-arrow-left"></i></button>
<button aria-label="Next Conversations" class="icon-button" data-direction="1" title="Next videos" type="button"><i aria-hidden="true" class="fas fa-arrow-right"></i></button>
</div>
</div>
<div aria-label="Conversations videos" class="gallery-track" id="blog-video-chatting-carousel" tabindex="0"><div class="gallery-item"><div class="video-shell">
<video aria-label="Conversations 1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/GIR-02_crop.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/GIR-02_crop.mp4" type="video/mp4"/></video>
<button aria-label="Play Conversations 1" class="video-play" title="Play Conversations 1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Conversations 2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/chat50_PET-03_20260901_personavoice_v2.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/chat50_PET-03_20260901_personavoice_v2.mp4" type="video/mp4"/></video>
<button aria-label="Play Conversations 2" class="video-play" title="Play Conversations 2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Conversations 3" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/20260831/chat50_EMP-03_20260814_chat50fix_audience_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/20260831/chat50_EMP-03_20260814_chat50fix_audience_faststart.mp4" type="video/mp4"/></video>
<button aria-label="Play Conversations 3" class="video-play" title="Play Conversations 3" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Conversations 4" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/chat50_TRN-04_20260901_personavoice_v2.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/chat50_TRN-04_20260901_personavoice_v2.mp4" type="video/mp4"/></video>
<button aria-label="Play Conversations 4" class="video-play" title="Play Conversations 4" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Conversations 5" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903/EMP-02_crop_compressed_faststart.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903/EMP-02_crop_compressed_faststart.mp4" type="video/mp4"/></video>
<button aria-label="Play Conversations 5" class="video-play" title="Play Conversations 5" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div>
</div></section><section aria-labelledby="vlogging-heading" class="article-section" id="vlogging">
<div class="section-heading"><span class="section-number">05</span><h2 id="vlogging-heading">Live vlogging</h2></div>
<div class="prose"><p>
FlowAct-R2 supports vlog streams with multi-scene switching and audience-driven branching, allowing live viewer inputs to steer the next scenario and action.
</p></div><div class="gallery" data-gallery="">
<div class="gallery-toolbar"><span>Scene exploration</span>
<div class="gallery-actions"><span aria-live="polite" class="gallery-counter"></span>
<button aria-label="Previous Scene exploration" class="icon-button" data-direction="-1" title="Previous videos" type="button"><i aria-hidden="true" class="fas fa-arrow-left"></i></button>
<button aria-label="Next Scene exploration" class="icon-button" data-direction="1" title="Next videos" type="button"><i aria-hidden="true" class="fas fa-arrow-right"></i></button>
</div>
</div>
<div aria-label="Scene exploration videos" class="gallery-track" id="blog-gaming-carousel" tabindex="0"><div class="gallery-item"><div class="video-shell">
<video aria-label="Scene exploration 1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/IG/20260911_danmaku/GAME-GAL-XIANSHI-scenehold-v3b_20260904_manualfix_v1_bgm018_speechfit_scene3gpt2v3_useredit1_danmaku.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/IG/20260911_danmaku/GAME-GAL-XIANSHI-scenehold-v3b_20260904_manualfix_v1_bgm018_speechfit_scene3gpt2v3_useredit1_danmaku.mp4" type="video/mp4"/></video>
<button aria-label="Play Scene exploration 1" class="video-play" title="Play Scene exploration 1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Scene exploration 2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/TRV-03_crop.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/0903_compressed_crf28/TRV-03_crop.mp4" type="video/mp4"/></video>
<button aria-label="Play Scene exploration 2" class="video-play" title="Play Scene exploration 2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="gallery-item"><div class="video-shell">
<video aria-label="Scene exploration 3" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/IG/20260911_danmaku/EDU-HIS-v1-fxwalk-interactive-v4b-scenehold_20260904_manualfix_v1_bgm018_speechfit_useredit1_danmaku.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/IG/20260911_danmaku/EDU-HIS-v1-fxwalk-interactive-v4b-scenehold_20260904_manualfix_v1_bgm018_speechfit_useredit1_danmaku.mp4" type="video/mp4"/></video>
<button aria-label="Play Scene exploration 3" class="video-play" title="Play Scene exploration 3" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div>
</div></section><section aria-labelledby="evaluation-heading" class="article-section" id="evaluation">
<div class="section-heading"><span class="section-number">06</span><h2 id="evaluation-heading">Comparing to Vidu-S1</h2></div>
<div class="evaluation-summary"><span class="eyebrow">FlowAct-R2 vs. Vidu-S1</span>
<div class="evaluation-scores">
<div><span class="score">+54.76<span>%</span></span><span>Video quality <span class="score-unit">GSB</span></span></div>
<div><span class="score">+40.48<span>%</span></span><span>Real-time interaction <span class="score-unit">GSB</span></span></div>
</div></div><div class="prose"><p>
Enabled by the planning capabilities of its proactive agent, FlowAct-R2 delivers clearer videos, more natural and expressive motions, stronger action responsiveness, and more accurate, contextually appropriate dialogue than Vidu-S1, achieving GSB scores of +54.76% for video quality and +40.48% for real-time interaction in human evaluations, whereas Vidu-S1 is comparatively static and may introduce unrelated conversational memory.
</p></div>
<div class="gallery comparison-gallery" data-gallery="">
<div class="gallery-toolbar"><span>Side-by-side comparisons</span>
<div class="gallery-actions"><span aria-live="polite" class="gallery-counter"></span>
<button aria-label="Previous Side-by-side comparisons" class="icon-button" data-direction="-1" title="Previous videos" type="button"><i aria-hidden="true" class="fas fa-arrow-left"></i></button>
<button aria-label="Next Side-by-side comparisons" class="icon-button" data-direction="1" title="Next videos" type="button"><i aria-hidden="true" class="fas fa-arrow-right"></i></button>
</div>
</div>
<div aria-label="Side-by-side comparisons videos" class="gallery-track" id="blog-sota-video-carousel" tabindex="0"><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/01_TRN-04_Q6_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/01_TRN-04_Q6_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/01_TRN-04_Q6_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/01_TRN-04_Q6_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/02_TRV-03_Q1-Q3_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/02_TRV-03_Q1-Q3_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/02_TRV-03_Q1-Q3_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/02_TRV-03_Q1-Q3_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/03_PET-03_Q3-Q4_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/03_PET-03_Q3-Q4_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/03_PET-03_Q3-Q4_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/03_PET-03_Q3-Q4_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/04_MKT-04_Q5_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/04_MKT-04_Q5_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/04_MKT-04_Q5_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/04_MKT-04_Q5_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/05_MKT-04_Q7_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/05_MKT-04_Q7_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/05_MKT-04_Q7_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/05_MKT-04_Q7_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/06_MKT-05_Q1_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/06_MKT-05_Q1_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/06_MKT-05_Q1_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/06_MKT-05_Q1_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/07_CSV-01_Q4_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/07_CSV-01_Q4_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/07_CSV-01_Q4_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/07_CSV-01_Q4_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S1</span><div class="video-shell">
<video aria-label="Vidu-S1" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/08_CSV-04_Q4-Q5_vidu.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/vidu/08_CSV-04_Q4-Q5_vidu.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S1" class="video-play" title="Play Vidu-S1" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/08_CSV-04_Q4-Q5_ours.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/videochat/comp/marked_showcase_20260904/ours/08_CSV-04_Q4-Q5_ours.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div></div>
</div></section><section aria-labelledby="evaluation-s2-heading" class="article-section" id="evaluation-s2">
<div class="section-heading"><span class="section-number">07</span><h2 id="evaluation-s2-heading">Comparing to Vidu-S2</h2></div>
<div class="prose"><p>
Compared with Vidu-S2, FlowAct-R2 better preserves the appearance of referenced objects and switches more naturally between product references, demonstrating stronger object consistency and reference switching in these live shopping examples. Both Vidu-S2 and FlowAct-R2 can trigger dance from text; FlowAct-R2 further supports reference-video conditioning, enabling more expressive dance generation.
</p></div><div class="gallery comparison-gallery comparison-portrait" data-gallery="">
<div class="gallery-toolbar"><span>Vidu-S2 comparisons</span>
<div class="gallery-actions"><span aria-live="polite" class="gallery-counter"></span>
<button aria-label="Previous Vidu-S2 comparisons" class="icon-button" data-direction="-1" title="Previous videos" type="button"><i aria-hidden="true" class="fas fa-arrow-left"></i></button>
<button aria-label="Next Vidu-S2 comparisons" class="icon-button" data-direction="1" title="Next videos" type="button"><i aria-hidden="true" class="fas fa-arrow-right"></i></button>
</div>
</div>
<div aria-label="Vidu-S2 comparisons videos" class="gallery-track" id="blog-vidu-s2-video-carousel" tabindex="0"><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S2</span><div class="video-shell">
<video aria-label="Vidu-S2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/01_case_004_005_006_crop1_comp_danmaku_withrefs/rtc-997660459551166464-1789532435952_with_product_refs.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/01_case_004_005_006_crop1_comp_danmaku_withrefs/rtc-997660459551166464-1789532435952_with_product_refs.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S2" class="video-play" title="Play Vidu-S2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/multigood_0902/case_004_005_006_crop1_comp_danmaku_first_frame.jpg?v=20260907_first" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/teaser/teaser_with_refs_20260907/case_004_005_006_crop1_comp_danmaku_withrefs.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S2</span><div class="video-shell">
<video aria-label="Vidu-S2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/07_case_024/07_case_024_first_image_with_product_ref_first_frame.jpg?v=20260921_first" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/07_case_024/07_case_024_first_image_with_product_ref.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S2" class="video-play" title="Play Vidu-S2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_024_first_frame.jpg?v=20260921_first" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_024.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S2</span><div class="video-shell">
<video aria-label="Vidu-S2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/vidu_hd_ack3s_corrected_02_09_first_image_20260916_with_product_refs/02_case_085_first_image_with_product_ref.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/vidu_hd_ack3s_corrected_02_09_first_image_20260916_with_product_refs/02_case_085_first_image_with_product_ref.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S2" class="video-play" title="Play Vidu-S2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_085.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/generation_maihuo_0902_danmaku_compressed/case_085.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S2</span><div class="video-shell">
<video aria-label="Vidu-S2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/04_case_108/rtc-997707938619473920-1789543699407_with_product_refs.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/image_reference_eval_cases_20260915_with_product_refs/04_case_108/rtc-997707938619473920-1789543699407_with_product_refs.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S2" class="video-play" title="Play Vidu-S2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_108.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/shop/case_108.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div><div class="gallery-item comparison-pair"><div class="comparison-method"><span class="method-label">Vidu-S2</span><div class="video-shell">
<video aria-label="Vidu-S2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/dance_action_library_all_cases_no_nono_20260916/P0_dance_2_custom_action_clone_voice_no_bgm_hd.jpg?v=20260916_vidu_s2" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/vidu-s2-comp/dance_action_library_all_cases_no_nono_20260916/P0_dance_2_custom_action_clone_voice_no_bgm_hd.mp4" type="video/mp4"/></video>
<button aria-label="Play Vidu-S2" class="video-play" title="Play Vidu-S2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div><div class="comparison-method"><span class="method-label">FlowAct-R2</span><div class="video-shell">
<video aria-label="FlowAct-R2" controls="" data-poster="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance2_faststart.jpg?v=20260914" loop="" playsinline="" preload="none"><source data-src="https://avatar-agent.tos-cn-beijing.volces.com/flowact-r2-project-clean-20260920/static/videos/entertainment_final_danmaku_only/dance_copyright_clean_20260914/videos/01_dance2.mp4" type="video/mp4"/></video>
<button aria-label="Play FlowAct-R2" class="video-play" title="Play FlowAct-R2" type="button"><i aria-hidden="true" class="fas fa-play"></i></button>
<span class="video-error" hidden="" role="status"></span>
</div></div></div></div>
</div></section><section aria-labelledby="references-heading" class="article-section" id="references">
<div class="section-heading"><span class="section-number">08</span><h2 id="references-heading">References</h2></div>
<details class="citation"><summary>BibTeX <i aria-hidden="true" class="fas fa-plus"></i></summary>
<div class="citation-content"><button aria-label="Copy BibTeX" class="icon-button copy-citation" title="Copy BibTeX" type="button"><i aria-hidden="true" class="fas fa-copy"></i></button>
<pre><code id="citation-code">@online{2026flowact-R2,
title={FlowAct-R2: Beyond Talking Avatar via Streaming Multimodal References and Proactive Agent Planning},
author={Ziyao Huang, Zhengkun Rong, Shiyang Qin, Shuang Liang, Wentao Hu, Yuxuan Luo, Yuan Zhang, Mingyuan Gao},
year={2026},
url={https://bone-11.github.io/Flowact-R2/},
}
@article{wang2026flowact,
title={FlowAct-R1: Towards Interactive Humanoid Video Generation},
author={Wang, Lizhen and Zhu, Yongming and Ge, Zhipeng and Zheng, Youwei and Zhang, Longhao and Hu, Tianshu and Qin, Shiyang and Luo, Mingshuang and Zhang, Jiaxu and Chen, Xin and others},
journal={arXiv preprint arXiv:2601.10103},
year={2026}
}
@article{zhu2024infp,
title={INFP: Audio-driven interactive head generation in dyadic conversations},
author={Zhu, Yongming and Zhang, Longhao and Rong, Zhengkun and Hu, Tianshu and Liang, Shuang and Ge, Zhipeng},
journal={arXiv preprint arXiv:2412.04037},
year={2024}
}</code></pre><span class="copy-status" role="status"></span></div>
</details><div class="related-research">
<a href="https://grisoon.github.io/FlowAct-R1/"><span>FlowAct-R1</span><i aria-hidden="true" class="fas fa-arrow-up"></i></a>
<a href="https://grisoon.github.io/INFP/"><span>INFP</span><i aria-hidden="true" class="fas fa-arrow-up"></i></a>
<a href="https://grisoon.github.io/PersonaTalk/"><span>PersonaTalk</span><i aria-hidden="true" class="fas fa-arrow-up"></i></a>
</div></section>
<section class="ethics prose"><h2>Ethics &amp; acknowledgements</h2><p>All human images used in our demonstrations were generated by AI tools, and are intended solely to showcase the capabilities of this research. Please contact us (luoyuxuan@bytedance.com) if there are any concerns, and we will delete it in time.</p>
<p>Our original project page builds on the <a href="https://nerfies.github.io/">Nerfies</a> website template.</p></section>
</article>
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