Few-shot Semantic Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
COCO-20i	FSS-SAM3	mIoU75.8	178	3mo ago
PASCAL-5^i (test)	PGMA-Net	FB-IoU86.9	177	5mo ago
COCO 5-shot 20i	FPTrans	mIoU58.9	98	29d ago
PASCAL-5i	GF-SAM	mIoU82.6	96	5mo ago
COCO 20i 1-shot	VRP-SAM	mIoU (Overall)53.9	93	29d ago
COCO-20i (test)	DSV-LFS	mIoU (mean)71.9	79	5mo ago
COCO-20i (val)	MSANet	mIoU Mean56.8	78	5mo ago
PASCAL-5^i		Mean Score82.5	76	24d ago
COCO-20^i v1.0	DiffewS-n	mIoU (Overall)60.7	70	5mo ago
COCO-20i -> PASCAL-5i cross-dataset		mIoU85.8	70	5mo ago
Pascal-5i (test)	VAT	5-Shot mIoU71.6	65	5mo ago
FSS-1000	VAT	mIoU90.8	64	5mo ago
FSS-1000 (test)	VAT	mIoU90.6	58	5mo ago
Average Deepglobe, ISIC, Chest X-Ray, FSS-1000	MPA (w/ Source-Training)	mIoU76.9	57	1mo ago
CD-FSS 1-shot 1.0 (test)	DHANet	mIoU (Average)70.93	53	1mo ago
PASCAL-5^i 1-shot	FSS-SAM3 + text	mIoU81.2	53	3mo ago
COCO-20i (4-fold cross-validation)	BAM	mIoU (Fold 0)49.26	38	5mo ago
ISIC	MPA (w/ Source-Training)	mIoU74.4	32	5mo ago
CD-FSS 5-shot 1.0 (test)	DFN	Score (Chest X-ray)87.14	31	1mo ago
CD-FSS Average 5-shot	HERA (DINOv3)	mIoU77.9	22	2mo ago
Chest X-ray 5-shot	HERA (DINOv3)	mIoU87.9	22	2mo ago
Chest X-ray 1-shot	HERA (DINOv3)	mIoU85.8	22	2mo ago
ISIC 1-shot 2018		mIoU68.8	22	2mo ago
DeepGlobe 5-shot	HERA (DINOv3)	mIoU63.4	22	2mo ago
DeepGlobe 1-shot		mIoU51.1	22	2mo ago

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