Few-Shot Learning on COCO-20i (5-shot)

Metric: FB-IoU (higher is better)

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#	Model↕	FB-IoU▼	Augmentations	Paper	Date↕	Code
1	PGMA-Net (ResNet-101)	79.4	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
2	AENet (ResNet-50)	78.5	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
3	HDMNet (ResNet-50)	77.7	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
4	HMNet (ResNet-50)	77.6	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
5	DCAMA (Swin-B)	76.9	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
6	PGMA-Net (ResNet-50)	76.7	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
7	HMNet (VGG-16)	75.5	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
8	MSDNet (ResNet-101)	75.1	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
9	SCCAN (ResNet-101)	74.8	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
10	ProtoFormer (ResNet-101)	74.6	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
11	MSDNet (ResNet-50)	74.5	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
12	AENet (VGG-16)	74.3	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
13	SCCAN (ResNet-50)	74.2	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
14	MIANet (VGG-16)	73.81	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
15	ProtoFormer (ResNet-50)	73.3	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
16	DCAMA (ResNet-101)	73.3	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
17	ASNet (HM, ResNet-101)	73.3	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
18	MIANet (ResNet-50)	73.13	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
19	HSNet (HM, ResNet-101)	72.9	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
20	DACM (VAT, ResNet-50)	72.9	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
21	HSNet (ResNet-101)	72.4	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
22	VAT (ResNet-101)	72.4	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
23	HSNet (HM, ResNet-50)	72.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
24	ASNet (HM, ResNet-50)	72.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
25	VAT (HM, ResNet-50)	71.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
26	DCAMA (ResNet-50)	71.7	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
27	DACM (ResNet-50)	71.6	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
28	FECANet (ResNet-50)	71.1	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
29	HSNet (ResNet-50)	70.7	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
30	FECANet (VGG-16)	67.7	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
31	ASGNet (ResNet-50)	66.96	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
32	SiGCN (ResNet-50)	66.2	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
33	PANet (VGG-16)	63.5	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code
34	PFENet (ResNet-101)	61.9	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
35	PFENet (VGG-16)	61.6	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
36	MSANet (ResNet-101)	56.8	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
37	MSANet (ResNet-50)	53.67	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code

#1PGMA-Net (ResNet-101)SOTA
79.4
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#2AENet (ResNet-50)
78.5
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#3HDMNet (ResNet-50)SOTA
77.7
FB-IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#4HMNet (ResNet-50)
77.6
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#5DCAMA (Swin-B)SOTA
76.9
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#6PGMA-Net (ResNet-50)
76.7
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#7HMNet (VGG-16)
75.5
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#8MSDNet (ResNet-101)
75.1
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#9SCCAN (ResNet-101)
74.8
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#10ProtoFormer (ResNet-101)
74.6
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#11MSDNet (ResNet-50)
74.5
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#12AENet (VGG-16)
74.3
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#13SCCAN (ResNet-50)
74.2
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#14MIANet (VGG-16)
73.81
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#15ProtoFormer (ResNet-50)
73.3
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#16DCAMA (ResNet-101)
73.3
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#17ASNet (HM, ResNet-101)SOTA
73.3
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#18MIANet (ResNet-50)
73.13
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#19HSNet (HM, ResNet-101)
72.9
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#20DACM (VAT, ResNet-50)
72.9
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#21HSNet (ResNet-101)SOTA
72.4
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#22VAT (ResNet-101)
72.4
FB-IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#23HSNet (HM, ResNet-50)
72.2
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#24ASNet (HM, ResNet-50)
72.2
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#25VAT (HM, ResNet-50)
71.8
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#26DCAMA (ResNet-50)
71.7
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#27DACM (ResNet-50)
71.6
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#28FECANet (ResNet-50)
71.1
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#29HSNet (ResNet-50)
70.7
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#30FECANet (VGG-16)
67.7
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#31ASGNet (ResNet-50)
66.96
FB-IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#32SiGCN (ResNet-50)
66.2
FB-IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#33PANet (VGG-16)SOTA
63.5
FB-IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code
#34PFENet (ResNet-101)
61.9
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#35PFENet (VGG-16)
61.6
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#36MSANet (ResNet-101)
56.8
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#37MSANet (ResNet-50)
53.67
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code