Motion Transfer

Benchmarks

Dataset Name	SOTA Method	Metric
DAVIS All	DiTFlow	MF0.785	12	3mo ago
DAVIS Scene	DiTFlow	MF Score0.789	12	3mo ago
DAVIS Subject	DiTFlow	MF77.5	12	3mo ago
DAVIS Caption	DiTFlow	MF Score0.79	12	3mo ago
DAVIS (All subsets)	MotionAdapter	CLIP Score0.324	9	3mo ago
DAVIS Hard	MotionAdapter	CLIP Score0.3289	9	3mo ago
DAVIS Medium	MotionAdapter	CLIP Score0.331	9	3mo ago
DAVIS Easy	MotionInversion	CLIP Score0.3236	9	3mo ago
Sora Demo Subset	MotionStream Teacher (Joint CFG)	PSNR17.82	8	3mo ago
DAVIS (val)	MotionStream Teacher (Joint CFG)	PSNR16.61	8	3mo ago
DAVIS curated subset of 50 videos	MotionInversion	CS Score32.24	7	3mo ago
26 videos and 56 text-video pairs	VMC	Text Alignment (Automated)32.56	5	3mo ago
Qwen Image Edit Style-transferred images (test)	FlexAM	Texture Alignment32.55	4	3mo ago
Complex Scenes Occlusions	UniBioTransfer	ID Similarity0.509	3	2mo ago
Complex Scenes Extreme Pose	UniBioTransfer	Identity Similarity (ID sim)0.338	3	2mo ago
Complex Scenes Exaggerated Expressions	UniBioTransfer	ID Similarity0.497	3	2mo ago
Motion Transfer User Study	WanAnimate	Motion Fidelity3.71	3	3mo ago
Reference-based transfer dataset	UniBioTransfer	Pose Distance7.09	2	2mo ago
Constructed Motion Transfer Dataset 120 videos 1.0 (test)	Moaw	EPE Down14.74	2	3mo ago
VoxCeleb1	Ours (HDAM)	User Preference Score66	2	3mo ago
Fashion	Ours (HDAM)	User Preference Score76	2	3mo ago

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