Few-Shot 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

#1MSDNet (ResNet-101)SOTA
73.9
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#2MSDNet (ResNet-50)
72.1
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#3DGPNet (ResNet-101)SOTA
70.1
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#4FPTrans (DeiT-B/16)
69.7
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#5VAT + MSI (ResNet101)
69.2
Mean IoU· 2022-12-09
MSI: Maximize Support-Set Information for Few-Shot Segmentation Code
#6DGPNet (ResNet-50)
68.9
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#7FPTrans (ViT-B/16)
67.6
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#8HSNet (HM, ResNet-101)
66.5
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#9HSNet (HM, ResNet-50)
65.2
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#10VAT (HM, ResNet-50)
65.1
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#11RePRI (ResNet-50)SOTA
63.1
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#12CWT (ResNet-50)
59.5
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#13RPMMSOTA
49.6
Mean IoU· 2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation Code