Meta-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

#1FPTrans (DeiT-B/16)SOTA
79.3
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#2DGPNet (ResNet-101)SOTA
78.5
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#3DGPNet (ResNet-50)
77.5
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#4FPTrans (ViT-B/16)
76.9
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#5MSDNet (ResNet-101)
76.4
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#6MSDNet (ResNet-50)
74.2
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#7HSNet (HM, ResNet-101)
70.9
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#8HSNet (HM, ResNet-50)
69.7
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#9VAT (HM, ResNet-50)
69.7
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#10RePRI (ResNet-50)SOTA
67.7
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#11CWT (ResNet-50)
66.5
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#12RPMMSOTA
53.8
Mean IoU· 2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation Code