The system was trained on 300 hours of curated video content combined with text-based video sequences to enrich its expressive capabilities and multi-character interactions. MoCha excels in scenes involving multiple characters by allowing users to define each character once and reuse labels for consistent recall across different scenes without needing repeated detailed descriptions. This feature streamlines the animation creation process for complex narratives and interactive scenarios. Additionally, MoCha’s design addresses challenges related to video compression and audio resolution, maintaining full audio quality during parallel video generation to avoid lip-sync mismatches and enhance visual realism.


MoCha represents a significant leap forward in AI-driven character animation, offering a powerful tool for content creators, game developers, and filmmakers seeking to produce lifelike animated videos efficiently. Its ability to generate synchronized speech and natural body movements from simple text inputs opens new possibilities for virtual assistants, digital storytelling, and interactive entertainment. While the system currently focuses on upper body and facial animation, ongoing research aims to expand its capabilities further. MoCha’s integration of audio, text, and visual cues into a unified attention framework sets a new standard for realistic and expressive character animation.


Key features include:


  • Full-body character animation with synchronized speech, gestures, and lip movements
  • Audio-visual window attention mechanism for precise lip-sync and smooth transitions
  • Trained on extensive curated video and text-based sequences for rich expressiveness
  • Supports multi-character scenes with reusable character labels for consistent recall
  • Maintains full audio resolution during video compression to avoid lip-sync errors
  • Generates realistic upper body and facial animations from text descriptions
  • Enables efficient creation of lifelike animated videos for diverse applications

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