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

Metric: FB-IoU (higher is better)

LeaderboardDataset

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Results

#	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