SOTA Image Editing benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ImgEdit-Bench	LongCat-Image-Edit	Overall Score4.5	132	4d ago
PIE-Bench	Follow-Your-Shape	PSNR36.02	116	4d ago
GEdit-Bench English	FireRed-Image-Edit	G_O (Overall Quality)7.943	73	4d ago
KRIS-Bench	Qwen-Image-Edit + EditThinker-Expert-GPT4.1	Factual Knowledge Score81.67	65	4d ago
GEdit-Bench		Semantic Consistency9.17	46	4d ago
PIE-Bench (test)	CVC	PSNR33.45	46	4d ago
IEdit	TrimTokenator-LC	Accuracy11.34	36	4d ago
User Study 100 images (test)	Alterbute	User Selection Rate94.3	32	4d ago
AnyEdit (test)	AnyEdit	CLIP Score (Input)0.867	28	4d ago
PIE-Bench 1.0 (test)	Null-Text Inversion	PSNR30.21	22	4d ago
GEdit-Bench-EN v1.0 (Full set)	Seedream 4.0	G Score (SC)8.24	22	4d ago
GEdit-Bench CN 1.0		G_SC8.19	19	4d ago
REDEdit-Bench-EN General dimensions		Overall Score4.42	18	4d ago
PIE Bench	ChordEdit	Distance 1036.33	17	4d ago
ImgEdit 1.0 (test)	GPT-4o	Add Score4.61	17	4d ago
ImgEdit (test)	ThinkGen*	Add Score4.75	14	4d ago
1024 x 1024 resolution		Runtime (4090, s)5.36	14	4d ago
EditEval v2	FlowBypass	LPIPS0.3425	14	4d ago
ECSSD (test)	Refaçade	MSE23.45	13	4d ago
GEdit_EN v1.0 (test)	Qwen-Image-Edit	G_O7.56	13	4d ago
WorldEdit Overall (test)	GPT-4o	Avg Score4.36	13	4d ago
WorldEdit Other (test)	SeedEdit-3.0	VC4.52	13	4d ago
WorldEdit Stretch (test)	GPT-4o	VC4.36	13	4d ago
WorldEdit Twist (test)	GPT-4o	VC4.52	13	4d ago
WorldEdit Squeeze (test)		VC4.8	13	4d ago

Showing 25 of 125 rows