Few-Shot Learning on COCO-20i -> Pascal VOC (5-shot)

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Augmentations	Paper	Date↕	Code
1	FPTrans (DeiT-B/16)	79.3	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
2	DGPNet (ResNet-101)	78.5	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
3	DGPNet (ResNet-50)	77.5	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
4	FPTrans (ViT-B/16)	76.9	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
5	MSDNet (ResNet-101)	76.4	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
6	MSDNet (ResNet-50)	74.2	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
7	HSNet (HM, ResNet-101)	70.9	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
8	HSNet (HM, ResNet-50)	69.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
9	VAT (HM, ResNet-50)	69.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
10	RePRI (ResNet-50)	67.7	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
11	CWT (ResNet-50)	66.5	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
12	RPMM	53.8	No	Prototype Mixture Models for Few-shot Semantic S...	2020-08-10	Code