Image-to-Video

Benchmarks

Dataset Name	SOTA Method	Metric
VBench++		Temporal Flickering98.91	18	4mo ago
VBench I2V	Magi-1	Quality Overall Score82.44	16	1mo ago
VBench I2V	PRFL	TA96.65	12	18d ago
Cosmos HUE		Human Evaluation Score94.4	11	1mo ago
PAIBench-G	Cosmos3-Super	Overall Score82.8	11	1mo ago
RE10K (held-out split)	RayPE	CLIP Score26.3	9	29d ago
Human World Bench (HWB)	Cosmos3-Super	Human Evaluation Score71.9	9	1mo ago
RBench		RBench Score60.7	8	1mo ago
FrescoArchive (test)	FrescoDiffusion	Motion Score91	8	4mo ago
ActWM-Bench	Kling2.1+SPIRAL	Aesthetic Quality55	8	4mo ago
PAI-Bench VBench (test)	DDRL	Delta Vote (%)0	8	4mo ago
PAI-Bench VideoAlign (test)	DDRL	∆-Vote (%)0	8	4mo ago
Wan 14B, 81 Frames, 720p 2.2		VBench81.6	6	18d ago
Koala-36M and RealEstate10K	CamCloneMaster	FVD312.13	6	1mo ago
SafeWatch-Bench (test)	LTX-Video-I2V	Safety Rate58	6	1mo ago
SafeSora (test)	LTX-Video-I2V	Safety Rate77	6	1mo ago
HunyuanVideo 81 frames, 480p 1.5	FIS-Fast	FLOPs (P)2.06	6	2mo ago
SeedVideoBench 2.0 (overall)	Seedance 2.0	Motion Quality3.35	6	3mo ago
VBench I2V	DemoFusion	Average VBench Score0.879	6	4mo ago
FrescoArchive	R-FrescoDiffusion	Average VBench Score0.907	6	4mo ago
VBench Wan 2.1 14B 720P (test)	Wan 2.1	Density100	5	2mo ago
Wan 14B 720P 2.1	Wan 2.1	Temporal Smoothness98.96	4	1mo ago
I2V Immunization Evaluation Set	Immune2V	TA86.7	4	3mo ago
SVD	AsyncDiff	Latency (s)68	4	4mo ago
Video Effects OOD (test)	Prompt2Effect	CLIP Score24.79	3	1mo ago

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