Referring Expression Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
RefCOCO (testA)	X-SAM	cIoU87.1	217	4d ago
RefCOCO+ (val)	Qwen3VL-SAMTok	cIoU80.2	201	4d ago
RefCOCO (testB)	HyperSeg	cIoU83.4	191	4d ago
RefCOCO+ (testA)	HyperSeg	cIoU83.5	190	4d ago
RefCOCO (val)	HyperSeg	cIoU84.8	190	4d ago
RefCOCO+ (testB)	Qwen3VL-SAMTok	cIoU76.6	188	4d ago
RefCOCOg (val)	RSAgent (ours)	cIoU81.3	107	4d ago
RefCOCOg (val-u)	HyperSeg	cIoU79.4	89	4d ago
RefCOCOg (test-u)	HyperSeg	cIoU78.9	78	4d ago
RefCOCOg (test)	RSAgent (ours)	cIoU81.8	78	4d ago
refCOCO UMD (val)	X-SAM	cIoU85.1	50	4d ago
RefCOCOg UMD (val)	LISA	mIoU69.5	18	4d ago
RefCOCO+ UNC (val)	GSVA-Llama2-13B	cIoU70.3	18	4d ago
RefCOCO UNC (test-A)	GSVA-Llama2-13B	cIoU81.7	18	4d ago
RefCOCO UNC (val)	GSVA-Llama2-13B	cIoU79.2	18	4d ago
G-Ref UMD (test)	VLT [6]	cIoU66.22	17	4d ago
refCOCO/+/g Combined	Text4Seg (w/ SAM)	Average cIoU75.4	14	4d ago
refCOCOg UMD (test)	GETok-R1	mIoU75.2	13	4d ago
RRSIS-D	RS2-SAM2	mIoU66.72	12	4d ago
RefCOCOg UMD (test-u)	SAFARI	mIoU71.06	12	4d ago
VGPHRASECUT (test)	MDETR	mIoU53.7	12	4d ago
G-Ref (test-U)	MABP	cIoU66.64	11	4d ago
G-Ref (val-U)	MABP	cIoU65.38	11	4d ago
ReferIt (test)	recurrent and convolutional network model	Precision @ 0.5 IoU34.02	11	4d ago
RefSegRS	RS2-SAM2	mIoU73.9	10	4d ago

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