Few-Shot Learning on COCO-20i (1-shot)

Metric: FB-IoU (higher is better)

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#	Model↕	FB-IoU▼	Augmentations	Paper	Date↕	Code
1	PGMA-Net (ResNet-101)	78.5	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
2	PGMA-Net (ResNet-50)	75.8	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
3	HMNet (ResNet-50)	74.5	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
4	AENet (ResNet-50)	74.4	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
5	DCAMA (Swin-B)	73.2	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
6	HMNet (VGG-16)	72.6	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
7	HDMNet (ResNet-50)	72.2	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
8	AENet (VGG-16)	71.8	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
9	MIANet (ResNet-50)	71.51	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
10	HSNet (HM, ResNet-101)	71.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
11	MSDNet (ResNet-101)	71.3	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
12	ASNet (HM, ResNet-101)	71.1	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
13	MIANet (VGG-16)	71.01	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
14	HSNet (HM, ResNet-50)	70.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
15	MSDNet (ResNet-50)	70.4	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
16	ASNet (HM, ResNet-50)	70.4	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
17	ProtoFormer (ResNet-101)	70	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
18	VAT (HM, ResNet-50)	70	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
19	SCCAN (ResNet-50)	69.9	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
20	DCAMA (ResNet-101)	69.9	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
21	SCCAN (ResNet-101)	69.7	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
22	ProtoFormer (ResNet-50)	69.6	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
23	FECANet (ResNet-50)	69.6	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
24	DCAMA (ResNet-50)	69.5	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
25	DACM (VAT, ResNet-50)	69.4	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
26	HSNet (ResNet-101)	69.1	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
27	DACM (ResNet-50)	68.9	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
28	VAT (ResNet-101)	68.8	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
29	HSNet (ResNet-50)	68.2	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
30	FECANet (VGG-16)	65.5	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
31	SiGCN (ResNet-50)	62.7	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
32	ASGNet (ResNet-50)	60.39	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
33	PFENet (VGG-16)	60	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
34	PANet (VGG-16)	59.2	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code
35	PFENet (ResNet-101)	58.6	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
36	MSANet (ResNet-101)	51.09	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
37	MSANet (ResNet-50)	48.03	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code

#1PGMA-Net (ResNet-101)SOTA
78.5
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#2PGMA-Net (ResNet-50)
75.8
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#3HMNet (ResNet-50)
74.5
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#4AENet (ResNet-50)
74.4
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#5DCAMA (Swin-B)SOTA
73.2
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#6HMNet (VGG-16)
72.6
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#7HDMNet (ResNet-50)
72.2
FB-IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#8AENet (VGG-16)
71.8
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#9MIANet (ResNet-50)
71.51
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#10HSNet (HM, ResNet-101)SOTA
71.5
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#11MSDNet (ResNet-101)
71.3
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#12ASNet (HM, ResNet-101)
71.1
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#13MIANet (VGG-16)
71.01
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#14HSNet (HM, ResNet-50)
70.8
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#15MSDNet (ResNet-50)
70.4
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#16ASNet (HM, ResNet-50)
70.4
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#17ProtoFormer (ResNet-101)
70
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#18VAT (HM, ResNet-50)
70
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#19SCCAN (ResNet-50)
69.9
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#20DCAMA (ResNet-101)
69.9
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#21SCCAN (ResNet-101)
69.7
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#22ProtoFormer (ResNet-50)
69.6
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#23FECANet (ResNet-50)
69.6
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#24DCAMA (ResNet-50)
69.5
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#25DACM (VAT, ResNet-50)
69.4
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#26HSNet (ResNet-101)SOTA
69.1
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#27DACM (ResNet-50)
68.9
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#28VAT (ResNet-101)
68.8
FB-IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#29HSNet (ResNet-50)
68.2
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#30FECANet (VGG-16)
65.5
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#31SiGCN (ResNet-50)
62.7
FB-IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#32ASGNet (ResNet-50)
60.39
FB-IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#33PFENet (VGG-16)SOTA
60
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#34PANet (VGG-16)SOTA
59.2
FB-IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code
#35PFENet (ResNet-101)
58.6
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#36MSANet (ResNet-101)
51.09
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#37MSANet (ResNet-50)
48.03
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code