Text-to-Video

Benchmarks

Dataset Name	SOTA Method	Metric
Text-to-Video evaluation suite	SVOO	Image Quality Score72.92	24	2mo ago
StoryEval-Bench	TS-Attn	Human Fidelity70.6	18	1mo ago
MS-COCO random 1,000 prompts 2017 (test)	CogVideoX 2B	Textual Faithfulness0.3918	14	6d ago
ShotVerse-Bench	ShotVerse	Motion Type Appropriateness4.447	12	2mo ago
VBench 2.0 (test)	Factorized T2V (WAN 2.2 14B)	Composition70.8	10	3mo ago
K-Sort Arena	K-Sort Arena	Rank2	10	3mo ago
ActWM-Bench	Wan2.1+SPIRAL	Aesthetic Quality0.568	8	2mo ago
PAI-Bench VBench (test)	DDRL	Delta Vote (%)0	8	3mo ago
PAI-Bench VideoAlign (test)	DDRL	Delta Vote (%)0	8	3mo ago
VBench Hunyuan 13B 720P (test)	Hunyuan	Density100	7	1mo ago
Wan 81 frames, 480p 2.2	FIS-Balanced + MagCache-Force	FLOPs (P)2.67	6	21d ago
Wan 81 frames 720p 2.2	FIS-Balanced + MagCache-Force	FLOPs (P)9.87	6	21d ago
VBench	VideoMLA	Throughput23.96	5	5d ago
VBench Wan 2.1 14B 720P (test)	Wan 2.1	VBench Score0.846	5	1mo ago
Text-to-Video 720p 81 frames	FastSTAR	PSNR28.3	5	2mo ago
1,024 prompts (held-out)	MapReduce LoRA	VQ4.81	5	3mo ago
AnimateDiff	AsyncDiff	Latency (s)11.5	5	3mo ago
VBench2	Spatial SwD	Vision Reward0.064	4	3mo ago
Kinetics	NÜWA	Accuracy77.9	4	3mo ago
MiraData Pexels	MAGI-1	Smoothness99.35	4	3mo ago
Trajectory-controlled camera motion evaluation set (test)	OmniCamera	FVD893.95	3	1mo ago
220 text prompts	Base model	OF Score10.26	3	2mo ago
VBench Cosmos 720p (test)	Cosmos-Predict2 TI2V + rCM	T2V Score84.4	2	3mo ago
MotionVid (eval)	HumanDreamer	Sensory Quality0.938	2	3mo ago
Qualitative Capability Suite	-	-	0	3mo ago

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