SOTA Referring Image Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
RefCOCO+ (test B)	DeRIS-L	mIoU78.59	200	2d ago
RefCOCO (val)	DeRIS-L	mIoU85.72	197	2d ago
RefCOCO (test A)	CAFT	mIoU3,081	178	2d ago
RefCOCO (test B)	DeRIS-L	mIoU84.52	119	2d ago
RefCOCO+ (val)	DeRIS-L	mIoU81.28	117	2d ago
G-Ref (val)	VATEX	mIoU75.54	95	2d ago
RefCOCO+ (test A)	GLaMM	oIoU78.7	89	2d ago
ReferIt (test)	RefTr	IoU76.18	59	2d ago
G-Ref Google split (val)	CGFormer	IoU65.79	58	2d ago
RefCOCOg (test(U))	DeRIS-L	mIoU81.32	46	3d ago
RefCOCOg (val (U))	DeRIS-L	mIoU80.01	46	3d ago
RefCOCO+ (testA)	CAFT	mIoU2,982	45	3d ago
UNC (testB)	ACM (trained on coco)	IoU66.95	44	2d ago
UNC (val)	VCM (trained on coco)	IoU69.27	44	2d ago
UNC+ (testB)	ACM (trained on coco)	IoU51.97	42	2d ago
UNC+ (testA)	VCM (trained on coco)	mIoU61.75	42	2d ago
UNC+ (val)	ACM (trained on coco)	IoU57.48	42	2d ago
UNC (testA)	ACM (trained on coco)	Overall IoU71.13	40	2d ago
RefCOCOg (val)	HIPIE	oIoU75.3	37	3d ago
G-Ref (test)	UniLSeg-100	IoU80.54	33	3d ago
RefCOCOg (test)	GSVA	cIoU77	29	3d ago
G-Ref u (val)	DETRIS-L*	IoU74.6	19	3d ago
G-Ref UMD (test)	VLT	IoU66.22	19	2d ago
G-Ref UMD split (val)	VLT	mIoU63.49	19	2d ago
RefCOCOg UMD (val)	Sa2VA-26B	mIoU79.7	17	3d ago

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