A single-DiT portrait animation framework with style and emotion branches plus parallel audio-style cross-attention claims faster, controllable talking-head generation without a Reference Net.
Tvg: A training-free transition video generation method with diffusion models,
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DiTalker: A Unified DiT-based Framework for High-Quality and Speaking Styles Controllable Portrait Animation
A single-DiT portrait animation framework with style and emotion branches plus parallel audio-style cross-attention claims faster, controllable talking-head generation without a Reference Net.