Referring Image Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
RefCOCO (val)	DeRIS-L	mIoU85.72	283	1mo ago
RefCOCO+ (test B)	Venice-H1	mIoU78.84	276	1mo ago
RefCOCO (test A)	CAFT	mIoU3,081	254	1mo ago
RefCOCO+ (val)	DeRIS-L	mIoU81.28	203	1mo ago
RefCOCO (test B)	DeRIS-L (reproduced)	mIoU84.57	195	1mo ago
RefCOCO+ (testA)	CAFT	mIoU2,982	121	1mo ago
RefCOCOg (val)	HIPIE	oIoU75.3	114	2mo ago
G-Ref (val)	VATEX	mIoU75.54	95	4mo ago
RefCOCO+ (test A)	GLaMM	oIoU78.7	89	4mo ago
RefCOCOg (test)	GLaMM	oIoU74.9	75	2mo ago
RefCOCOg (test(U))	DeRIS-L	mIoU81.32	63	1mo ago
RefCOCOg (val (U))	DeRIS-L	mIoU80.01	63	1mo ago
ReferIt (test)	RefTr	IoU76.18	59	4mo ago
G-Ref Google split (val)	CGFormer	IoU65.79	58	4mo ago
UNC (testB)	ACM (trained on coco)	IoU66.95	44	4mo ago
UNC (val)	VCM (trained on coco)	IoU69.27	44	4mo ago
UNC+ (testB)	ACM (trained on coco)	IoU51.97	42	4mo ago
UNC+ (testA)	VCM (trained on coco)	mIoU61.75	42	4mo ago
UNC+ (val)	ACM (trained on coco)	IoU57.48	42	4mo ago
UNC (testA)	ACM (trained on coco)	Overall IoU71.13	40	4mo ago
G-Ref (test)	UniLSeg-100	IoU80.54	33	4mo ago
RefCOCO RefCOCO+ RefCOCOg Overall Average	+B2Gfix	oIoU42.33	24	4mo ago
G-Ref UMD partition U (val)	TALENT	oIoU65.9	24	3mo ago
G-Ref u (val)	DETRIS-L*	IoU74.6	19	4mo ago
RefCOCOg Google (val)	ReChannel	cIoU81.2	19	17d ago

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