mlsanityData to 7 Oct 2026

HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters

arXiv 2505.20156 ↗First posted 26 May 2025cs.CVcited by 64

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Abstract (arXiv)

Recent years have witnessed significant progress in audio-driven human animation. However, critical challenges remain in (i) generating highly dynamic videos while preserving character consistency, (ii) achieving precise emotion alignment between characters and audio, and (iii) enabling multi-character audio-driven animation. To address these challenges, we propose HunyuanVideo-Avatar, a multimodal diffusion transformer (MM-DiT)-based model capable of simultaneously generating dynamic, emotion-controllable, and multi-character dialogue videos. Concretely, HunyuanVideo-Avatar introduces three key innovations: (i) A character image injection module is designed to replace the conventional addition-based character conditioning scheme, eliminating the inherent condition mismatch between training and inference. This ensures the dynamic motion and strong character consistency; (ii) An Audio Emotion Module (AEM) is introduced to extract and transfer the emotional cues from an emotion reference image to the target generated video, enabling fine-grained and accurate emotion style control; (iii) A Face-Aware Audio Adapter (FAA) is proposed to isolate the audio-driven character with latent-level face mask, enabling independent audio injection via cross-attention for multi-character scenarios. These innovations empower HunyuanVideo-Avatar to surpass state-of-the-art methods on benchmark datasets and a newly proposed wild dataset, generating realistic avatars in dynamic, immersive scenarios.

Key facts. Cited by 64 papers in the map (data through 7 Oct 2026). Builds on 38 of its 44 references that are in the map. First posted on arXiv 26 May 2025.

Builds on

38 of 44 references.

References · 38

  1. 2022Flow Matching for Generative Modelingcited by 5,426
  2. 2021RoFormer: Enhanced Transformer with Rotary Position Embeddingcited by 4,581
  3. 2024Scaling Rectified Flow Transformers for High-Resolution Image Synthesiscited by 4,094
  4. 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 3,972
  5. 2025Wan: Open and Advanced Large-Scale Video Generative Modelscited by 2,536
  6. 2023Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasetscited by 2,526
  7. 2022Video Diffusion Modelscited by 2,280
  8. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,755
  9. 2022Make-A-Video: Text-to-Video Generation without Text-Video Datacited by 1,725
  10. 2024HunyuanVideo: A Systematic Framework For Large Video Generative Modelscited by 1,597
  11. 2023Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Modelscited by 1,465
  12. 2023AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuningcited by 1,418
26 more
  1. 2023ModelScope Text-to-Video Technical Reportcited by 651
  2. 2023Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levelscited by 489
  3. 2022Phenaki: Variable Length Video Generation From Open Domain Textual Descriptioncited by 475
  4. 2022MagicVideo: Efficient Video Generation With Latent Diffusion Modelscited by 463
  5. 2024Lumiere: A Space-Time Diffusion Model for Video Generationcited by 450
  6. 2022SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animationcited by 380
  7. 2024OminiControl: Minimal and Universal Control for Diffusion Transformercited by 334
  8. 2023Photorealistic Video Generation with Diffusion Modelscited by 304
  9. 2022CelebV-HQ: A Large-Scale Video Facial Attributes Datasetcited by 246
  10. 2024Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animationcited by 198
  11. 2017Video Generation From Textcited by 153
  12. 2025Diffusion Adversarial Post-Training for One-Step Video Generationcited by 142
  13. 2024Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Contentcited by 132
  14. 2025OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Modelscited by 127
  15. 2024Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Video Diffusion Transformercited by 121
  16. 2022Generating Long Videos of Dynamic Scenescited by 113
  17. 2024Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependencycited by 102
  18. 2024V-Express: Conditional Dropout for Progressive Training of Portrait Video Generationcited by 85
  19. 2025FantasyTalking: Realistic Talking Portrait Generation via Coherent Motion Synthesiscited by 77
  20. 2024Sonic: Shifting Focus to Global Audio Perception in Portrait Animationcited by 70
  21. 2024EchoMimicV2: Towards Striking, Simplified, and Semi-Body Human Animationcited by 69
  22. 2024Allegro: Open the Black Box of Commercial-Level Video Generation Modelcited by 68
  23. 2024CyberHost: Taming Audio-driven Avatar Diffusion Model with Region Codebook Attentioncited by 38
  24. 2022Facial Geometric Detail Recovery via Implicit Representationcited by 27
  25. 2024DiffTED: One-shot Audio-driven TED Talk Video Generation with Diffusion-based Co-speech Gesturescited by 19
  26. 2024Body of Her: A Preliminary Study on End-to-End Humanoid Agentcited by 15

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 30; 2026: 34.

64 papers.

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  1. 2025OmniAvatar: Efficient Audio-Driven Avatar Video Generation with Adaptive Body Animationcited by 77
  2. 2025Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generationcited by 76
  3. 2025Stable Video Infinity: Infinite-Length Video Generation with Error Recyclingcited by 68
  4. 2025Wan-S2V: Audio-Driven Cinematic Video Generationcited by 60
  5. 2025UniVerse-1: Unified Audio-Video Generation via Stitching of Expertscited by 58
  6. 2025StableAvatar: Infinite-Length Audio-Driven Avatar Video Generationcited by 41
  7. 2025InfiniteTalk: Audio-driven Video Generation for Sparse-Frame Video Dubbingcited by 40
  8. 2025UniAVGen: Unified Audio and Video Generation with Asymmetric Cross-Modal Interactionscited by 35
  9. 2025EchoMimicV3: 1.3B Parameters are All You Need for Unified Multi-Modal and Multi-Task Human Animationcited by 28
  10. 2025SpeakerVid-5M: A Large-Scale High-Quality Dataset for Audio-Visual Dyadic Interactive Human Generationcited by 27
  11. 2025Pack and Force Your Memory: Long-form and Consistent Video Generationcited by 26
  12. 2025StreamAvatar: Streaming Diffusion Models for Real-Time Interactive Human Avatarscited by 24
38 more
  1. 2025InterActHuman: Multi-Concept Human Animation with Layout-Aligned Audio Conditionscited by 20
  2. 2025AnyTalker: Scaling Multi-Person Talking Video Generation with Interactivity Refinementcited by 19
  3. 2025InfinityHuman: Towards Long-Term Audio-Driven Humancited by 9
  4. 2025PoseGen: In-Context LoRA Finetuning for Pose-Controllable Long Human Video Generationcited by 8
  5. 2025LiveTalk: Real-Time Multimodal Interactive Video Diffusion via Improved On-Policy Distillationcited by 8
  6. 2025Playmate2: Training-Free Multi-Character Audio-Driven Animation via Diffusion Transformer with Reward Feedbackcited by 7
  7. 2026OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generationcited by 7
  8. 2025Bind-Your-Avatar: Multi-Talking-Character Video Generation with Dynamic 3D-mask-based Embedding Routercited by 6
  9. 2025A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Qualitycited by 6
  10. 2026AvatarForcing: One-Step Streaming Talking Avatars via Local-Future Sliding-Window Denoisingcited by 6
  11. 2025ActAvatar: Temporally-Aware Precise Action Control for Talking Avatarscited by 5
  12. 2025DyStream: Streaming Dyadic Talking Heads Generation via Flow Matching-based Autoregressive Modelcited by 5
  13. 2026LongCat-Video-Avatar 1.5 Technical Reportcited by 5
  14. 2025Lookahead Anchoring: Preserving Character Identity in Audio-Driven Human Animationcited by 4
  15. 2026InteractiveAvatar: Real-Time Streaming Video Generation for Consistent and Intent-Aware Avatarscited by 4
  16. 2025JAM-Flow: Joint Audio-Motion Synthesis with Flow Matchingcited by 3
  17. 2025EvalTalker: Learning to Evaluate Real-Portrait-Driven Multi-Subject Talking Humanscited by 3
  18. 2025Soul: Breathe Life into Digital Human for High-fidelity Long-term Multimodal Animationcited by 3
  19. 2026Making Avatars Interact: Towards Text-Driven Human-Object Interaction for Controllable Talking Avatarscited by 3
  20. 2026Gloria: Consistent Character Video Generation via Content Anchorscited by 3
  21. 2026EverAnimate: Minute-Scale Human Animation via Latent Flow Restorationcited by 3
  22. 2026CoT-Edit: Let CoT Guide Instruction Video Editingcited by 3
  23. 2026RSATalker: Realistic Socially-Aware Talking Head Generation for Multi-Turn Conversationcited by 2
  24. 2026EditYourself: Audio-Driven Generation and Manipulation of Talking Head Videos with Diffusion Transformerscited by 2
  25. 2026UniTalking: A Unified Audio-Video Framework for Talking Portrait Generationcited by 2
  26. 2026SocialDirector: Training-Free Social Interaction Control for Multi-Person Video Generationcited by 2
  27. 2026InteracVid: Building a Real Interactive Audio-Visual Response Dataset from Live-Chat Videoscited by 2
  28. 2025MVAD: A Benchmark Dataset for Multimodal AI-Generated Video-Audio Detectioncited by 1
  29. 2025TalkVerse: Democratizing Minute-Long Audio-Driven Video Generationcited by 1
  30. 2026InterDyad: Interactive Dyadic Speech-to-Video Generation by Querying Intermediate Visual Guidancecited by 1
  31. 2026OmniHuman: A Large-scale Dataset and Benchmark for Human-Centric Video Generationcited by 1
  32. 2026Image-to-Video Diffusion: From Foundations to Open Frontierscited by 1
  33. 2026AptAvatar: Fast and Vivid Long-Form Audio-Driven Video Generation for Production-Ready Avatarscited by 1
  34. 2026Avatar-Forever: Decoupled Parallel Training for High-Quality Real-Time Infinite Avatarscited by 1
  35. 2025YingVideo-MV: Music-Driven Multi-Stage Video Generationcited by 0
  36. 2025JoVA: Unified Multimodal Learning for Joint Video-Audio Generation and Editingcited by 0
  37. 2026EchoTorrent: Towards Swift, Sustained, and Streaming Multi-Modal Video Generationcited by 0
  38. 2026UniSync: Towards Generalizable and High-Fidelity Lip Synchronization for Challenging Scenarioscited by 0

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  1. 2025HunyuanVideo-HOMA: Generic Human-Object Interaction in Multimodal Driven Human Animation
  2. 2025OmniHuman-1.5: Instilling an Active Mind in Avatars via Cognitive Simulation
  3. 2025A Unit Enhancement and Guidance Framework for Audio-Driven Avatar Video Generation
  4. 2025FantasyPortrait: Enhancing Multi-Character Portrait Animation with Expression-Augmented Diffusion Transformers
  5. 2024JoyVASA: Portrait and Animal Image Animation with Diffusion-Based Audio-Driven Facial Dynamics and Head Motion Generation
  6. 2025Kling-Avatar: Grounding Multimodal Instructions for Cascaded Long-Duration Avatar Animation Synthesis
  7. 2025TalkingMachines: Real-Time Audio-Driven FaceTime-Style Video via Autoregressive Diffusion Models
  8. 2026Proxy Avatar Meets Low-Rank Caching: Real-Time One-Shot Emotion-Controllable Portrait Animation