SOTA Reasoning Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ReasonSeg (val)	Vision Banana	gIoU79.3	382	18d ago
ReasonSeg (test)	TikArt	gIoU73.8	287	17d ago
EarthReason (val)	GRTO	gIoU76.35	47	2mo ago
ReasonSeg long (test)	EVOL-SAM3	cIoU0.733	40	4mo ago
ReasonSeg short (test)	SAM 3 Agent	cIoU59.4	40	4mo ago
ReasonSeg	Vision Banana	gIoU79.3	35	17d ago
EarthReason (test)	GRTO	gIoU76.86	28	1mo ago
gRefCOCO (testB)	SegCompass-13B	gIoU0.719	22	2mo ago
gRefCOCO (testA)	SegCompass-13B	gIoU77.7	22	2mo ago
MUSE (val)	POPEN	gIoU (overall)48	21	4mo ago
MUSE (test)	PixelLM-Llama2-13B	gIoU (overall)42.3	16	4mo ago
SegEarth-R2 (train)	LISA-7B	Mean IoU26	14	4mo ago
GeoSeg-Bench	GeoSeg	IoU56.4	14	4mo ago
ReasonSeg-SGDR v1.0 (test)	Rea2Seg	Discriminative gIoU56.8	12	1mo ago
FReasonSeg 1.0 (Overall)	CR-Seg	gIoU79.85	12	1mo ago
FReasonSeg L3 1.0	CR-Seg	gIoU80.48	12	1mo ago
FReasonSeg 1.0 (L2)	CR-Seg	gIoU82.7	12	1mo ago
FReasonSeg 1.0 (L1)	CR-Seg	gIoU61.55	12	1mo ago
ReasonSeg-X (test)	StAR	gIoU57.9	12	2mo ago
ReasonSeg-X (val)	StAR	gIoU62.6	12	2mo ago
ReasonSeg-R (test)	StAR	gIoU74.9	12	2mo ago
DRSeg	PixDLM	Attribute Reasoning gIoU62.8	12	3mo ago
ReasonSeg zero-shot (val)	WISE-7B	gIoU63.5	11	3mo ago
LISA	RECAP	Accuracy67.24	10	1mo ago
ReasonSeg zero-shot (test)	WISE-7B	gIoU60.3	10	3mo ago

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