SOTA Text to Image benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MS-COCO 1k (test)	CRCL	R@164.7	53	3d ago
CUHK-PEDES	VGSG	Rank-171.38	28	3d ago
MS-COCO 5K prompts 2014 (val)	Wanda	FID27.49	23	3d ago
PartiPrompts 42 (test)	SD 3 M + CaPO	VQAScore91.4	19	3d ago
GenEval 11 (test)		Accuracy (Single Obj)100	19	3d ago
GenAI-Bench 19 (test)	Individual Expert (Flow-GRPO)	VQAScore78.2	17	3d ago
OCR 6 (test)	Individual Expert (Flow-GRPO)	OCR Score97.1	17	3d ago
PickScore 15 (test)	Individual Expert (Flow-GRPO)	PickScore23.566	17	3d ago
GenEval		Overall Score0.733	12	3d ago
Blue-Fire 900 Images	FouRA	LPIPS Diversity52.2	12	3d ago
Paintings 630 Images	FouRA	LPIPS Diversity45.7	12	3d ago
K-Sort Arena	K-Sort Arena	Rank5	10	3d ago
T2I-CompBench		Color Fidelity75.68	9	3d ago
CUB (test)	Ours	FID (ImageNet)6.36	8	3d ago
MSCOCO 256x256 (test)	XMC-GAN	FID (0 Ref)9.3	7	2d ago
Standard text-to-image benchmarks	Baseline Vanilla	CLIP Score97.28	6	3d ago
HPS v2 (test)	SPIN-Diffusion	HPS0.2849	6	3d ago
CUB Caption (test)	PCME	R-P26.8	6	3d ago
Oxford (test)	Ours	FID (ImageNet)9.52	5	3d ago
SD3.5-Medium synthetic data	DanceGRPO	OCR Accuracy84.6	4	3d ago
AnyText benchmark Chinese 1.0 (test)	AnyText-2	Sen.ACC0.713	3	3d ago
AnyText benchmark English 1.0 (test)	AnyText-2	Sentence Accuracy80.96	3	3d ago
LHQC	NUWA-Infinity	Block FID9.71	3	3d ago
DiffusionDB 100 random queries	LLM-based prompt engineering	Faithfulness Score (Initial)2.62	2	3d ago
COCO	CM3Leon	FID10.82	2	3d ago

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