Few-Shot Learning on PASCAL-5i (1-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)	86.2	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
2	PGMA-Net (ResNet-50)	83.5	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
3	VAT + MSI (ResNet-101)	82.3	No	MSI: Maximize Support-Set Information for Few-Sh...	2022-12-09	Code
4	PGMA-Net (ViT-B/16)	82.1	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
5	HMNet (ResNet-50)	81.6	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
6	AENet (ResNet-50)	81.2	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
7	MSANet (ResNet-50)	80.44	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
8	MSANet (ResNet-101)	80.38	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
9	BAM (SVF, ResNet-50)	80.13	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
10	VAT (ResNet-101)	79.6	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
11	MIANet (ResNet-50)	79.54	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
12	DACM (VAT, ResNet-101)	79.4	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
13	VAT (HM, ResNet-101)	79.4	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
14	MIANet (VGG-16)	79.22	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
15	HMNet (VGG-16)	79.2	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
16	PFENet (SVF, ResNet-50)	79.07	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
17	AENet (VGG-16)	79	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
18	DACM (ResNet-101)	78.9	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
19	FECANet (ResNet-50)	78.7	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
20	DACM (VAT, ResNet-50)	78.6	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
21	DCAMA (Swin-B)	78.5	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
22	SCCAN (ResNet-101)	78.5	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
23	IPMT (ResNet-101)	78.5	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
24	SiGCN (ResNet-101)	78.3	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
25	MCE (ResNet-50)	78.1	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
26	MSANet (VGG-16)	78.01	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
27	HSNet (HM, ResNet-101)	77.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
28	DACM (ResNet-50)	77.8	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
29	VAT (ResNet-50)	77.8	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
30	SCCAN (ResNet-50)	77.7	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
31	HSNet (ResNet-101)	77.6	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
32	DCAMA (ResNet-101)	77.6	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
33	SiGCN (ResNet-50)	77.5	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
34	MSDNet (ResNet-101)	77.3	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
35	IPMT (ResNet-50)	77.1	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
36	VAT (HM, ResNet-50)	77.1	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
37	MSDNet (ResNet-50)	77.1	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
38	HSNet (ResNet-50)	76.7	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
39	HSNet (HM, ResNet-50)	76.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
40	FECANet (VGG-16)	76.2	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
41	DCAMA (ResNet-50)	75.7	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
42	DACM (VGG-16)	75.5	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
43	MCE (VGG-16)	74.51	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
44	SiGCN (VGG-16)	73.5	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
45	HSNet (VGG-16)	73.4	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
46	PFENet (ResNet-50)	73.3	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
47	PFENet (ResNet-101)	72.9	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
48	ProtoFormer (ResNet-101)	72.6	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
49	ProtoFormer (ResNet-50)	72.6	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
50	PFENet (VGG-16)	72	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
51	PFENet (SCL, ResNet-50)	71.9	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
52	ASGNet (ResNet-101)	71.7	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
53	CANet (SCL, ResNet-50)	70.3	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
54	ASGNet (ResNet-50)	69.2	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
55	PANet (VGG-16)	66.5	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code