Video Synthesis

Benchmarks

Dataset Name	SOTA Method	Metric
CATARACTS (test)	SWoMo	FVD265.4	16	15d ago
Cataract-1k (test)	SG2VID	FVD73	16	15d ago
iPER (test)	Ours	FVD132.9	11	3mo ago
U-turn scenario n=3	X-Cache	DiT Latency (s)1.364	9	1mo ago
Highway scenario n=3	X-Cache	DiT Latency (s)1.365	9	1mo ago
Urban Street scenario n=7	X-Cache	Inference Time (s)1.392	9	1mo ago
LVbench-C 5-min, 40 scenes	A2RD-Par	Semantic Alignment Score19.76	8	23d ago
LVbench-C 3-min, 24 scenes	A2RD	Semantic Alignment22.15	8	23d ago
Natural Oscillatory Motions (test)	Generative Image Dynamics	FVD47.1	8	3mo ago
Cholec80 (test)	SG2VID	FVD457.3	7	3mo ago
MotiCon (test)	PMC	PSNR19.355	5	3mo ago
Landscape	Ours	LPIPS0.23	5	3mo ago
Pexels-large (≥ 40)	MotionCtrl	FVD188.89	3	3mo ago
Pexels med. (<40)	FloVD	FVD183.14	3	3mo ago
Pexels small (<20)	FloVD	FVD220.65	3	3mo ago
Pexels random	FloVD	FVD91.55	3	3mo ago
RDS	Video LDM	FVD356	3	3mo ago
DTDB Clouds class (test)	DG	LPIPS0.17	3	3mo ago
DTDB Waterfall class (test)	DG	LPIPS0.22	3	3mo ago
DTDB Vegetation class (test)	DG	LPIPS0.13	3	3mo ago
DTDB Fire class (test)	DG	LPIPS0.18	3	3mo ago
SCAND	NWM	FVD401.699	2	3mo ago
TartanDrive	NWM	FVD494.247	2	3mo ago
HuRON	NWM	FVD276.932	2	3mo ago
RECON	NWM	FVD200.969	2	3mo ago

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