Meta-Learning on COCO-20i -> Pascal VOC (1-shot)

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Augmentations	Paper	Date↕	Code
1	MSDNet (ResNet-101)	73.9	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
2	MSDNet (ResNet-50)	72.1	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
3	DGPNet (ResNet-101)	70.1	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
4	FPTrans (DeiT-B/16)	69.7	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
5	VAT + MSI (ResNet101)	69.2	No	MSI: Maximize Support-Set Information for Few-Sh...	2022-12-09	Code
6	DGPNet (ResNet-50)	68.9	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
7	FPTrans (ViT-B/16)	67.6	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
8	HSNet (HM, ResNet-101)	66.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
9	HSNet (HM, ResNet-50)	65.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
10	VAT (HM, ResNet-50)	65.1	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
11	RePRI (ResNet-50)	63.1	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
12	CWT (ResNet-50)	59.5	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
13	RPMM	49.6	No	Prototype Mixture Models for Few-shot Semantic S...	2020-08-10	Code