SOTA Referring Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
refCOCO (val)	SegCompass-13B	cIoU86.3	96	17d ago
refCOCO (testA)	SegCompass-7B	cIoU87.5	95	17d ago
refCOCOg (val)	SegCompass-13B	CIoU84	72	2mo ago
refCOCO+ (testA)	TraceVision-7B	cIoU0.842	72	17d ago
refCOCO+ (val)	TraceVision-7B	cIoU80.1	68	17d ago
refCOCO (testB)	ReChannel	cIoU83.7	66	17d ago
RefCOCOg (test)	ReChannel	cIoU81.9	52	17d ago
RISBench (test)	RSRefSeg 2	gIoU72.57	31	4mo ago
refCOCOg U (test)	SegAnswer	cIoU76.4	29	17d ago
refCOCOg U (val)	SegAnswer	cIoU76	27	17d ago
MTRefSeg-21K v1 (val)	MTRefSeg-R1	mIoU68.24	25	1mo ago
RefCOCOg	X-SAM	cIoU83.8	25	17d ago
RefCOCO+ (testB)	ReChannel	cIoU75	24	17d ago
Falcon-X	LISA	cIoU30.12	20	1mo ago
RefCOCO family (average)	ReChannel	cIoU82	12	17d ago
RefCOCO+ (testA)	SegAnswer	mIoU78.7	11	17d ago
RefCOCO (testA)	SegAnswer	mIoU82.3	11	17d ago
RefSeg	SESAME-7B + ROSE	gIoU68.4	10	3mo ago
RefCOCO	X-SAM	cIoU85.1	9	17d ago
Intent2Part InstructPart	SegWorld v2	mIoU78.3	9	1mo ago
HALLUSEGBENCH Referring	VisionReasoner	CMS Factual81.91	9	3mo ago
RefCOCOg FP	RobustSeg	Segment Score54.76	9	3mo ago
FP-RefCOCO	RobustSeg	Segment Score59.57	9	3mo ago
RefCOCO+ (test-B)	SegAnswer	IoU67.5	7	17d ago
RefCOCO (test-B)	SegAnswer	IoU76.9	7	17d ago

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