Meta-Learning on COCO-20i (2-way 1-shot)

Metric: mIoU (higher is better)

LeaderboardDataset

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#	Model↕	mIoU▼	Augmentations	Paper	Date↕	Code
1	Label Anything (Vit-B/16-SAM)	34.6	Yes	Label Anything: Multi-Class Few-Shot Semantic Se...	2024-07-02	Code
2	Label Anything (ViT-B/16-MAE)	31.9	No	Label Anything: Multi-Class Few-Shot Semantic Se...	2024-07-02	Code
3	DCAMA (Swin-B)	31.7	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
4	MFNet (ResNet-50)	24.1	No	MFNet: Multi-class Few-shot Segmentation Network...	2021-10-30	-
5	PPNet (ResNet-50)	20.4	No	Part-aware Prototype Network for Few-shot Semant...	2020-07-13	Code
6	PANet (ResNet-50)	18	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code

#1Label Anything (Vit-B/16-SAM)SOTA
34.6
mIoU· Augmentations· 2024-07-02
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Code
#2Label Anything (ViT-B/16-MAE)
31.9
mIoU· 2024-07-02
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Code
#3DCAMA (Swin-B)SOTA
31.7
mIoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#4MFNet (ResNet-50)SOTA
24.1
mIoU· 2021-10-30
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning
#5PPNet (ResNet-50)SOTA
20.4
mIoU· 2020-07-13
Part-aware Prototype Network for Few-shot Semantic Segmentation Code
#6PANet (ResNet-50)SOTA
18
mIoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code