Few-Shot Learning on FSS-1000 (1-shot)

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Augmentations	Paper	Date↕	Code
1	DACM (ResNet-101)	90.8	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
2	DACM (ResNet-50)	90.7	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
3	VAT + MSI (ResNet-101)	90.6	No	MSI: Maximize Support-Set Information for Few-Sh...	2022-12-09	Code
4	VAT (ResNet-101)	90.3	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
5	VAT (HM, ResNet-101)	90.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
6	VAT (ResNet-50)	90.1	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
7	DCAMA (Swin-B)	90.1	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
8	VAT	90	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
9	VAT (HM, ResNet-50)	89.4	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
10	DCAMA (DifFSS, ResNet-50)	88.4	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
11	DCAMA (ResNet-101)	88.3	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
12	DCAMA (ResNet-50)	88.2	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
13	GF-SAM (DINOv2)	88	No	Bridge the Points: Graph-based Few-shot Segment ...	2024-10-09	Code
14	HSNet (HM, ResNet-101)	87.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
15	SSP	87.3	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
16	HSNet (HM, ResNet-50)	87.1	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
17	HSNet (ResNet-101)	86.5	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
18	HSNet (DifFSS, ResNet-50)	86.2	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
19	Annotation-free FSS (With Annotation,ResNet-50)	85.7	No	Self-supervised Few-shot Learning for Semantic S...	2023-07-26	Code
20	SegGPT (ViT)	85.6	No	SegGPT: Segmenting Everything In Context	2023-04-06	Code
21	HSNet (ResNet-50)	85.5	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
22	Annotation-free FSS (Without Annotation,ResNet-50)	85	No	Self-supervised Few-shot Learning for Semantic S...	2023-07-26	Code
23	HSNet (VGG-16)	82.3	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
24	FSS-1000 (VGG-16)	73.47	No	FSS-1000: A 1000-Class Dataset for Few-Shot Segm...	2019-07-29	Code

#1DACM (ResNet-101)SOTA
90.8
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#2DACM (ResNet-50)
90.7
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#3VAT + MSI (ResNet-101)
90.6
Mean IoU· 2022-12-09
MSI: Maximize Support-Set Information for Few-Shot Segmentation Code
#4VAT (ResNet-101)SOTA
90.3
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#5VAT (HM, ResNet-101)SOTA
90.2
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#6VAT (ResNet-50)
90.1
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#7DCAMA (Swin-B)
90.1
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#8VATSOTA
90
Mean IoU· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#9VAT (HM, ResNet-50)
89.4
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#10DCAMA (DifFSS, ResNet-50)
88.4
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#11DCAMA (ResNet-101)
88.3
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#12DCAMA (ResNet-50)
88.2
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#13GF-SAM (DINOv2)
88
Mean IoU· 2024-10-09
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Code
#14HSNet (HM, ResNet-101)
87.8
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#15SSP
87.3
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#16HSNet (HM, ResNet-50)
87.1
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#17HSNet (ResNet-101)SOTA
86.5
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#18HSNet (DifFSS, ResNet-50)
86.2
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#19Annotation-free FSS (With Annotation,ResNet-50)
85.7
Mean IoU· 2023-07-26
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Code
#20SegGPT (ViT)
85.6
Mean IoU· 2023-04-06
SegGPT: Segmenting Everything In Context Code
#21HSNet (ResNet-50)
85.5
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#22Annotation-free FSS (Without Annotation,ResNet-50)
85
Mean IoU· 2023-07-26
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Code
#23HSNet (VGG-16)
82.3
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#24FSS-1000 (VGG-16)SOTA
73.47
Mean IoU· 2019-07-29
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation Code