SOTA Text-to-Image Synthesis benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MS-COCO 2014 (val)	De-Diffusion	FID6.63	58	1mo ago
COCO (test)	GALIP	FID5.85	38	1mo ago
MS-COCO (val)	Original Images	FID6.09	35	1mo ago
MSCOCO	eDiff-I	FID6.95	31	1mo ago
CUB-200-2011 (test)	VQ-Diffusion	FID10.32	20	1mo ago
CelebA-HQ (test)	TediGAN-B	FID15.46	19	1mo ago
MSCOCO (test)	OFA	FID10.5	18	1mo ago
CUB (test)	GALIP	FID10.08	16	1mo ago
SD3 (test)	Momentum Guidance	HPSv2.130.62	14	1mo ago
CelebA-HQ	TA-VQ	FID11.97	13	1mo ago
COCO 2014 (test)	eDiff-I	FID-30k6.95	13	1mo ago
MS COCO 256x256	eDiff-I	FID6.95	13	1mo ago
MS COCO 64x64 zero-shot	eDiff-I	Zero-shot FID30k6.95	13	1mo ago
MS-COCO	Original Images	SOA-C74.97	13	1mo ago
MS-COCO 2014 (test)	AttnGAN + Object Pathways	IS24.76	11	1mo ago
COCO 10K prompts 2014	DMD2	FID19.01	10	1mo ago
Science-T2I C (test)	EruDiff	SciScore38.48	9	25d ago
Science-T2I S (test)	EruDiff	SciScore35.43	9	25d ago
40 animal prompts Stable Diffusion v1.5 (test)	DAV Posterior	Aesthetic Score9.18	9	1mo ago
GenEval SD V1.5	DyMO	Overall Score57	9	1mo ago
CUB unseen bird species		Accuracy20.4	8	1mo ago
Oxford-102 (test)	VQ-Diffusion	FID14.1	8	1mo ago
User study 20 questions (test)	INITNO	User Preference Rate63.33	7	1mo ago
MS-COCO 2017 (test)	Reg-VQ	FID19.91	7	1mo ago
MM-CelebA-HQ 256x256	PoE-GAN	FID13.71	7	1mo ago

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