Controllable Video Generation

Benchmarks

Dataset Name	SOTA Method	Metric
CogControlBench	CogOmniControl	AQ59.6	9	14d ago
VBench (test)	Less is More	Motion Smoothness99.4	9	1mo ago
LongVGenBench (test)	LongVie 2	Appearance Quality (A.Q.)58.47	8	3mo ago
Cooking 50 real-world videos (test)	MoRight	PSNR16.44	6	1mo ago
DynPose 100K (test)	WanMove	PSNR13.91	6	1mo ago
LiVER-Real (test)	LiVER	FVD32.45	5	1mo ago
RealEstate10K (test)	UCPE	RotErr (°)0.56	5	3mo ago
LongVGenBench Human Evaluation	LongVie 2	VQ (Video Quality)4.4	5	3mo ago
Minecraft User Study (test)	DecMem	VQ39.77	4	2d ago
Minecraft Extrapolation Generalization (test)	DecMem	PSNR25.2294	4	2d ago
Minecraft Within Training Window (test)	DecMem	PSNR30.0785	4	2d ago
CrossFPS (test)	SCOPE	JEPA0.806	4	9d ago
BEHAVE (test)	CoMoGen	SSIM79.4	4	9d ago
CLEVRER (test)	CoMoGen	SSIM92.52	4	9d ago
NuPlan (test)	ScenarioControl	Global Control CCS0.9926	4	1mo ago
S2M-DAVIS	Search2Motion	Subject Consistency96.94	4	2mo ago
S2M-OMB	Search2Motion	Subject Consistency95.19	4	2mo ago
User Study	WorldCanvas	Trajectory Following Score75.33	4	1mo ago
DROID	WM-UniT	PSNR21.32	3	1mo ago
VBench & UniBench	UnityVideo	Background Consistency96.04	3	3mo ago
RoboCasa-GR1	WM-UniT	PSNR17.66	2	1mo ago
EgoDex	WM-UniT	PSNR28.06	2	1mo ago

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