Image-to-Video Generation

Benchmarks

Dataset Name	SOTA Method	Metric
VBench I2V 1.0 (test)	Animate-Anything	Subject Consistency98.76	13	3d ago
OpenVid-1M (val)	Teacher CFG=3.0	FVD156.94	12	3d ago
40 diverse scenarios (test)	PhyRPR	Physical Plausibility6.84	10	3d ago
VBench I2V (test)	SAM2VideoX	Subject Consistency97.88	10	3d ago
VBench I2V beta (test)	HunyuanVideo-I2V	Subject Consistency98.86	9	3d ago
VBench (test)	ALG	Dynamic Degree39.4	8	3d ago
ConsIDVid-Bench public 1.0		Subject Score98.47	8	3d ago
ConsIDVid-Bench proprietary subset 1.0	ConsID-Gen	I2V Subject Score98.31	8	3d ago
Custom 27-video (test)		Motion Smoothness0.996	7	3d ago
RealEstate 122 (test)	Spatia	PSNR18.58	6	3d ago
HunyuanVideo 1.5	TAGRPO	Q-Save10.05	6	3d ago
Wan 2.2	TAGRPO	Q-Save10.26	6	3d ago
VBench I2V 720x1280 2.0 (test)	Step-Video-TI2V	Total Score88.36	6	3d ago
MSR-VTT	TRIP	FVD91.3	6	3d ago
SpatialVid Complex motion (val)	WorldReel	d.d.1	5	3d ago
SpatialVid General motion (val)	WorldReel	DD Score0.73	5	3d ago
SVD-XT Generated Videos	WaTeRFlow	PSNR22.43	5	3d ago
DL3DV-10K	Pixel-to-4D	PSNR14.9	5	3d ago
RealEstate10K	Pixel-to-4D	PSNR18.2	5	3d ago
Waymo	Pixel-to-4D	PSNR19.4	5	3d ago
KITTI	Pixel-to-4D	PSNR15.2	5	3d ago
VBench	PhyRPR	Quality Score63.3	5	3d ago
GSB human evaluation (test)	TeleBoost	WinRate0.7739	5	3d ago
Yume-Bench	Yume1.5	Image Fidelity (IF)83.6	4	3d ago
I2V	RefVFX	AES56.07	4	3d ago

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