Few-Shot Learning on COCO-20i (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)	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