Few-shot Semantic Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
COCO-20i	FSS-SAM3	mIoU75.8	178	1mo ago
PASCAL-5^i (test)	PGMA-Net	FB-IoU86.9	177	3mo ago
PASCAL-5i	GF-SAM	mIoU82.6	96	3mo ago
COCO 5-shot 20i	FPTrans	mIoU58.9	85	3mo ago
COCO-20i (test)	DSV-LFS	mIoU (mean)71.9	79	3mo ago
COCO-20i (val)	MSANet	mIoU Mean56.8	78	3mo ago
COCO 20i 1-shot	MSDNet	mIoU (Overall)48.5	77	3mo ago
PASCAL-5^i		Mean Score82.5	76	2mo ago
COCO-20^i v1.0	DiffewS-n	mIoU (Overall)60.7	70	3mo ago
COCO-20i -> PASCAL-5i cross-dataset		mIoU85.8	70	3mo ago
Pascal-5i (test)	VAT	5-Shot mIoU71.6	65	3mo ago
FSS-1000	VAT	mIoU90.8	64	3mo ago
FSS-1000 (test)	VAT	mIoU90.6	58	3mo ago
Average Deepglobe, ISIC, Chest X-Ray, FSS-1000	MPA (w/ Source-Training)	mIoU76.9	54	2mo ago
PASCAL-5^i 1-shot	FSS-SAM3 + text	mIoU81.2	53	1mo ago
COCO-20i (4-fold cross-validation)	BAM	mIoU (Fold 0)49.26	38	3mo ago
CD-FSS 1-shot 1.0 (test)		mIoU (Average)70.3	34	14d ago
ISIC	MPA (w/ Source-Training)	mIoU74.4	32	3mo ago
CD-FSS Average 5-shot	HERA (DINOv3)	mIoU77.9	22	14d ago
Chest X-ray 5-shot	HERA (DINOv3)	mIoU87.9	22	14d ago
Chest X-ray 1-shot	HERA (DINOv3)	mIoU85.8	22	14d ago
ISIC 1-shot 2018		mIoU68.8	22	14d ago
DeepGlobe 5-shot	HERA (DINOv3)	mIoU63.4	22	14d ago
DeepGlobe 1-shot		mIoU51.1	22	14d ago
COCO 20 i (cross-val)	SiGCN	mIoU (Fold 0)44.9	20	3mo ago

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