Meta-Learning on PASCAL-5i (5-Shot)

Metric: FB-IoU (higher is better)

LeaderboardDataset

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#	Model↕	FB-IoU▼	Augmentations	Paper	Date↕	Code
1	PGMA-Net (ResNet-101)	86.9	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
2	MSDNet (ResNet-101)	85	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
3	AENet (ResNet-50)	84.5	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
4	HMNet (ResNet-50)	84.4	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
5	MSANet (ResNet-101)	84.3	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
6	PGMA-Net (ResNet-50)	84.2	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
7	MSANet (ResNet-50)	83.23	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
8	VAT (ResNet-101)	83.2	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
9	BAM (SVF, ResNet-50)	83.17	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
10	DACM (VAT, ResNet-101)	83.1	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
11	DCAMA (Swin-B)	82.9	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
12	PFENet (SVF, ResNet-50)	82.77	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
13	MIANet (VGG-16)	82.69	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
14	HMNet (VGG-16)	82.6	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
15	PGMA-Net (ViT-B/16)	82.5	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
16	MIANet (ResNet-50)	82.2	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
17	SCCAN (ResNet-101)	82.1	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
18	MSDNet (ResNet-50)	82.1	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
19	AENet (VGG-16)	81.8	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
20	SCCAN (ResNet-50)	81.8	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
21	DACM (VAT, ResNet-50)	81.7	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
22	DACM (ResNet-101)	81.5	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
23	VAT (HM, ResNet-101)	81.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
24	IPMT (ResNet-50)	81.4	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
25	MCE (ResNet-50)	81.33	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
26	DACM (ResNet-50)	81.3	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
27	VAT (ResNet-50)	80.9	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
28	DCAMA (ResNet-101)	80.8	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
29	FECANet (ResNet-50)	80.7	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
30	HSNet (ResNet-101)	80.6	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
31	HSNet (ResNet-50)	80.6	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
32	MSANet (VGG-16)	80.5	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
33	IPMT (ResNet-101)	80.3	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
34	HSNet (HM, ResNet-101)	79.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
35	DCAMA (ResNet-50)	79.5	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
36	VAT (HM, ResNet-50)	78.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
37	SiGCN (ResNet-50)	78.3	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
38	MCE (VGG-16)	78.2	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
39	DACM (VGG-16)	77.8	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
40	HSNet (HM, ResNet-50)	77.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
41	FECANet (VGG-16)	77.6	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
42	ProtoFormer (ResNet-50)	77.1	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
43	HSNet (VGG-16)	76.6	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
44	ProtoFormer (ResNet-101)	76.3	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
45	ASGNet (ResNet-101)	75.2	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
46	ASGNet (ResNet-50)	74.2	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
47	PFENet (ResNet-50)	73.9	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
48	PFENet (ResNet-101)	73.5	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
49	PFENet (SCL, ResNet-50)	72.8	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
50	PFENet (VGG-16)	72.3	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
51	CANet (SCL, ResNet-50)	70.7	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
52	PANet (VGG-16)	70.7	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code

#1PGMA-Net (ResNet-101)SOTA
86.9
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#2MSDNet (ResNet-101)
85
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#3AENet (ResNet-50)
84.5
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#4HMNet (ResNet-50)
84.4
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#5MSANet (ResNet-101)SOTA
84.3
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#6PGMA-Net (ResNet-50)
84.2
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#7MSANet (ResNet-50)
83.23
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#8VAT (ResNet-101)
83.2
FB-IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#9BAM (SVF, ResNet-50)SOTA
83.17
FB-IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#10DACM (VAT, ResNet-101)
83.1
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#11DCAMA (Swin-B)
82.9
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#12PFENet (SVF, ResNet-50)
82.77
FB-IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#13MIANet (VGG-16)
82.69
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#14HMNet (VGG-16)
82.6
FB-IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#15PGMA-Net (ViT-B/16)
82.5
FB-IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#16MIANet (ResNet-50)
82.2
FB-IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#17SCCAN (ResNet-101)
82.1
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#18MSDNet (ResNet-50)
82.1
FB-IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#19AENet (VGG-16)
81.8
FB-IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#20SCCAN (ResNet-50)
81.8
FB-IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#21DACM (VAT, ResNet-50)
81.7
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#22DACM (ResNet-101)
81.5
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#23VAT (HM, ResNet-101)SOTA
81.5
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#24IPMT (ResNet-50)
81.4
FB-IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#25MCE (ResNet-50)
81.33
FB-IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#26DACM (ResNet-50)
81.3
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#27VAT (ResNet-50)
80.9
FB-IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#28DCAMA (ResNet-101)
80.8
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#29FECANet (ResNet-50)
80.7
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#30HSNet (ResNet-101)SOTA
80.6
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#31HSNet (ResNet-50)
80.6
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#32MSANet (VGG-16)
80.5
FB-IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#33IPMT (ResNet-101)
80.3
FB-IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#34HSNet (HM, ResNet-101)
79.7
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#35DCAMA (ResNet-50)
79.5
FB-IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#36VAT (HM, ResNet-50)
78.5
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#37SiGCN (ResNet-50)
78.3
FB-IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#38MCE (VGG-16)
78.2
FB-IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#39DACM (VGG-16)
77.8
FB-IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#40HSNet (HM, ResNet-50)
77.7
FB-IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#41FECANet (VGG-16)
77.6
FB-IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#42ProtoFormer (ResNet-50)
77.1
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#43HSNet (VGG-16)
76.6
FB-IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#44ProtoFormer (ResNet-101)
76.3
FB-IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#45ASGNet (ResNet-101)
75.2
FB-IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#46ASGNet (ResNet-50)
74.2
FB-IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#47PFENet (ResNet-50)SOTA
73.9
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#48PFENet (ResNet-101)
73.5
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#49PFENet (SCL, ResNet-50)
72.8
FB-IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#50PFENet (VGG-16)
72.3
FB-IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#51CANet (SCL, ResNet-50)
70.7
FB-IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#52PANet (VGG-16)SOTA
70.7
FB-IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code