Few-shot Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
PASCAL-5i	Oracle-RePRI	mIoU (Fold 0)76.8	325	3d ago
COCO 20^i (test)	LLaFS	mIoU60	174	3d ago
Multiple Datasets	DistillFSS	Inference Time (ms)47	105	3d ago
PASCAL 5i (val)	HDMNet + AENet	mIoU (Mean)74.2	83	3d ago
COCO-20^i	HMNet	mIoU (S0)53.4	78	3d ago
Pascal-5^i 1-way 1-shot	MSANet	mIoU69.13	71	3d ago
DeepGlobe	MPA (w/ Source-Training)	mIoU60.8	61	3d ago
Chest X-Ray	MPA (w/ Source-Training)	mIoU91	60	3d ago
COCO 20^i (val)	PGMA-Net	Mean Score61.8	55	3d ago
FSS-1000 (test)	DACM	mIoU91.7	50	3d ago
Polyp	AAD	mIoU62.25	48	3d ago
Pascal-5i	HSNet	mIoU (5^0)71.8	46	3d ago
PASCAL-5i 5-shot	FPTrans	mIoU78	44	3d ago
Pascal 5^i (test)	VAT + MSI	mIoU (S0)73.6	42	3d ago
PASCAL VOC	HSNet	mIoU70.4	40	3d ago
MS COCO	Class-Contrastive Approach for GFSSeg	mIoU50.6	36	3d ago
ISIC 2018	SSP	mIoU65.4	29	3d ago
BCV Liver (in-domain)	PNODE	Dice (Clean)83	24	3d ago
COCO-20	CST	mIoU48.7	22	3d ago
BCV Spleen in-domain (novel classes)	PNODE	Dice Score60	20	3d ago
FSS-1000 1.0 (test)	VAT	mIoU90.6	20	3d ago
Leaf diseases Agriculture	AAD	mIoU (1-shot)34.37	19	3d ago
Steel defect Industrial	AAD	1-shot mIoU15.36	19	3d ago
Road crack Industrial	DCAMA	1-shot mIoU11.67	19	3d ago
COCO-20ⁱ (S0, S1, S2, S3, Mean)		mIoU (Mean)68.9	19	3d ago

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