Few-shot Semantic Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
COCO-20i	FSS-SAM3	mIoU75.8	178	10d ago
PASCAL-5^i (test)	PGMA-Net	FB-IoU86.9	177	1mo ago
PASCAL-5i	GF-SAM	mIoU82.6	96	1mo ago
COCO 5-shot 20i	FPTrans	mIoU58.9	85	1mo ago
COCO-20i (test)	DSV-LFS	mIoU (mean)71.9	79	1mo ago
COCO-20i (val)	MSANet	mIoU Mean56.8	78	1mo ago
COCO 20i 1-shot	MSDNet	mIoU (Overall)48.5	77	1mo ago
PASCAL-5^i		Mean Score82.5	76	1mo ago
COCO-20^i v1.0	DiffewS-n	mIoU (Overall)60.7	70	1mo ago
COCO-20i -> PASCAL-5i cross-dataset		mIoU85.8	70	1mo ago
Pascal-5i (test)	VAT	5-Shot mIoU71.6	65	1mo ago
FSS-1000	VAT	mIoU90.8	64	1mo ago
FSS-1000 (test)	VAT	mIoU90.6	58	1mo ago
Average Deepglobe, ISIC, Chest X-Ray, FSS-1000	MPA (w/ Source-Training)	mIoU76.9	54	26d ago
PASCAL-5^i 1-shot	FSS-SAM3 + text	mIoU81.2	53	10d ago
COCO-20i (4-fold cross-validation)	BAM	mIoU (Fold 0)49.26	38	1mo ago
ISIC	MPA (w/ Source-Training)	mIoU74.4	32	1mo ago
COCO 20 i (cross-val)	SiGCN	mIoU (Fold 0)44.9	20	1mo ago
PASCAL-5^i 61 (test)	HSNet	mIoU64.8	16	1mo ago
PASCAL-5i 5-shot VOC 2012 SDS	FSSAM	mIoU (5^0)84.1	15	10d ago
COCO-20i binary	GF-SAM	mIoU66.8	14	1mo ago
COCO 20^i (test)	PPNet	mIoU (s-0)48.3	14	1mo ago
CD-FSS 1-shot 1.0 (test)	APSeg	mIoU (Chest X-ray)84.1	13	1mo ago
CD-FSS 5-shot 1.0 (test)	APSeg	Score (Chest X-ray)84.5	12	1mo ago
PASCAL-5^i 55 (test)	VAT	Score (5^0)55.4	12	1mo ago

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