Video Generation

Benchmarks

Dataset Name	SOTA Method	Metric
UCF-101 (test)	MAGVIT-L-CG	Inception Score89.27	105	3d ago
VBench	WAN2.1	Quality Score86.67	102	3d ago
UCF101	GLOBER	FVD151.5	54	3d ago
Physics-IQ	MAGI-1 + WMReward(∇+BoN) *	Phys. IQ Score62	45	3d ago
VBench 2.0 (test)	Wan2.1 1.3B* + ReHyAt	Total Score83.79	44	3d ago
MSRVTT (val)	MCM	FVD414	40	3d ago
nuScenes (val)	ConsisDrive	FVD37.23	37	3d ago
VBench 5s	LongLive	Total Score84.87	35	3d ago
VBench (test)	ERNIE 5.0	Semantic Score83.4	35	3d ago
Taichi 256x256 (test)	GriDiT	Sampling Time (s)4.8	22	3d ago
VBench 1.0 (test)		Image Quality84.71	21	3d ago
Video Generation	TATS	Sampling Time (s)6	21	3d ago
SkyTimelapse	StyleSV + MTM	FVD1642.3	21	3d ago
DAVIS (val)	Motion Prompting	PSNR19.327	18	3d ago
UCF-101	MAGVITv2	FVD58	17	3d ago
UCF101 128x128 16 frames	VIDM	Inception Score64.17	17	3d ago
VBench short video (test)	SemanticGen	Subject Consistency97.79	16	3d ago
SkyTimelapse (test)	Ours-Latte	FVD1649.59	16	3d ago
VBench aesthetic and imaging quality dimensions	LocalDPO	Aesthetic Quality0.6499	15	3d ago
VideoJAM (test)	LocalDPO	Aesthetic Quality0.5782	15	3d ago
LongVGenBench LongVie2 (test)	FlashAttention 3	LongVGenBench Score69.67	15	3d ago
Video-CraftBench	VideoWorld 2	SSIM77.4	14	3d ago
VBench Long		Overall Quality Score84.11	14	3d ago
SkyTimelapse 256x256 (test)	VIDM	FVD57.4	14	3d ago
TaiChi-HD 128x128 (test)	TATS-base	FVD94.6	14	3d ago

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