Capability
Customized Appearance And Motion Composition
4 artifacts provide this capability.
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[ECCV 2024 Oral] MotionDirector: Motion Customization of Text-to-Video Diffusion Models.
Unique: Implements LoRA weight composition in the attention module where spatial and temporal LoRAs are applied to different attention heads/layers without interference, enabling true orthogonal composition rather than simple weight addition.
vs others: Provides finer control than single-LoRA approaches and avoids retraining for each character-motion combination, unlike traditional animation pipelines requiring separate motion capture per character.