SOTA Instruction-based Image Editing benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ImgEdit Bench 1.0 (test)		Add Score4.62	37	1mo ago
InstructPE (test)	DiffChat	PickScore19.836	36	1mo ago
KRIS Bench 38 (test)		Factual Score79.8	27	25d ago
RISEBench 49 (test)		Reasoning62.8	27	25d ago
GroundEdit-Bench		Color Change (EGA)86	19	1mo ago
EdiVal Turn 3		EdiVal-VQ6.56	16	1mo ago
EdiVal (Turn 2)		EdiVal-VQ Score6.59	16	1mo ago
EdiVal (Turn 1)		EdiVal-VQ Score6.65	16	1mo ago
SmartEdit Reasoning	COEDITOR++	PSNR41.061	14	1mo ago
SmartEdit Understanding	COEDITOR++	PSNR35.89	14	1mo ago
GEditBench English v1	UniWorld-V2	G_SC8.29	14	1mo ago
ImgEdit 75	Z-Image	Add Score4.4	13	1mo ago
EmuEdit-bench (test)	Kontext	CLIP-src Score0.9091	13	1mo ago
GEdit-bench (test)	TAG-MoE	CLIP Score (Source)92.38	12	1mo ago
AltBear Responsible	COEDITOR++	PSNR12.008	10	1mo ago
REDEdit-Bench-CN General dimensions		Overall Score4.48	9	1mo ago
MagicBrush	MCIE-E1	L1 Loss0.0641	9	1mo ago
Instruction-based image editing dataset Novel Views averaged across four scenes		SSIM0.8061	7	1mo ago
Instruction-based image editing dataset averaged across four scenes (train)		SSIM92.15	7	1mo ago
KRIS-Bench 1.0 (test)	ThinkRL-Edit	Attribute Perception81.02	7	1mo ago
AdvancedEdit-Eval	InsightEdit	VIEScore0.831	7	1mo ago
Human Preference Study Multi-Instruction	FoI	Instruction Align8,083	6	1mo ago
Human Preference Study Single-Instruction	MagicBrush	Instruction Alignment23.17	6	1mo ago
User Study Instruction-based Editing	CogniEdit	Quality3.712	4	1mo ago
FairFace	Qwen-Image-Edit-2511	Edit Success4.65	3	1mo ago

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