SOTA Text-to-Video benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Text-to-Video evaluation suite	SVOO	Image Quality Score72.92	24	4mo ago
StoryEval-Bench	TS-Attn	Human Fidelity70.6	18	3mo ago
Wan 2.1		LPIPS0	17	1mo ago
MS-COCO random 1,000 prompts 2017 (test)	CogVideoX 2B	Textual Faithfulness0.3918	14	1mo ago
VBench	PRFL	TA Score97.83	12	18d ago
SafeWatch-Bench (test)	LTX-Video	Safety Rate74	12	1mo ago
SafeSora (test)	LTX-Video	Safety Rate99	12	1mo ago
ShotVerse-Bench	ShotVerse	Motion Type Appropriateness4.447	12	4mo ago
Cosmos HUE		Human Evaluation Score93.6	11	1mo ago
PAIBench-G	Cosmos3-Super	Overall Score80	11	1mo ago
VBench 2.0 (test)	Factorized T2V (WAN 2.2 14B)	Composition70.8	10	4mo ago
K-Sort Arena	K-Sort Arena	Rank2	10	4mo ago
ActWM-Bench	Wan2.1+SPIRAL	Aesthetic Quality0.568	8	4mo ago
PAI-Bench VBench (test)	DDRL	Delta Vote (%)0	8	4mo ago
PAI-Bench VideoAlign (test)	DDRL	Delta Vote (%)0	8	4mo ago
VBench Hunyuan 13B 720P (test)	Hunyuan	Density100	7	2mo ago
HunyuanVideo 13B 129 Frames 720p	SpargeAttn	VBench Score0.822	6	18d ago
Wan 14B 81 Frames 720p 2.2	SVG	VBench0.846	6	18d ago
Wan 81 frames, 480p 2.2	FIS-Balanced + MagCache-Force	FLOPs (P)2.67	6	2mo ago
Wan 81 frames 720p 2.2	FIS-Balanced + MagCache-Force	FLOPs (P)9.87	6	2mo ago
Video 480x832x97	LoomVideo	Inference Time (s)132.23	5	1mo ago
VBench	VideoMLA	Throughput23.96	5	1mo ago
VBench Wan 2.1 14B 720P (test)	Wan 2.1	VBench Score0.846	5	2mo ago
Text-to-Video 720p 81 frames	FastSTAR	PSNR28.3	5	4mo ago
1,024 prompts (held-out)	MapReduce LoRA	VQ4.81	5	4mo ago

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