| SegGPT: Segmenting Everything In Context | ✓ Link | 67.9 | | | SegGPT (ViT) | 2023-04-06 |
| Bridge the Points: Graph-based Few-shot Segment Anything Semantically | ✓ Link | 66.8 | | | GF-SAM (DINOv2) | 2024-10-09 |
| Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond | | 61.8 | 79.4 | | PGMA-Net (ResNet-101) | 2023-08-15 |
| Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching | ✓ Link | 60.7 | | | Matcher(DINOv2) | 2023-05-22 |
| Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation | ✓ Link | 60.7 | | | DiffewS(SD2.1) | 2024-10-03 |
| Hybrid Mamba for Few-Shot Segmentation | ✓ Link | 58.9 | 77.6 | | HMNet (ResNet-50) | 2024-09-29 |
| Feature-Proxy Transformer for Few-Shot Segmentation | ✓ Link | 58.9 | | | FPTrans (DeiT-B/16) | 2022-10-13 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 58.3 | 76.9 | | DCAMA (Swin-B) | 2022-07-18 |
| Dense Gaussian Processes for Few-Shot Segmentation | ✓ Link | 57.9 | | | DGPNet (ResNet-101) | 2021-10-07 |
| Eliminating Feature Ambiguity for Few-Shot Segmentation | ✓ Link | 57.1 | 78.5 | | AENet (ResNet-50) | 2024-07-13 |
| Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond | | 57.1 | 76.7 | | PGMA-Net (ResNet-50) | 2023-08-15 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | ✓ Link | 57 | 74.8 | | SCCAN (ResNet-101) | 2023-08-18 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | ✓ Link | 56.3 | 56.8 | | MSANet (ResNet-101) | 2022-06-20 |
| Dense Gaussian Processes for Few-Shot Segmentation | ✓ Link | 56.2 | | | DGPNet (ResNet-50) | 2021-10-07 |
| Hierarchical Dense Correlation Distillation for Few-Shot Segmentation | ✓ Link | 56 | 77.7 | | HDMNet (ResNet-50) | 2023-03-26 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | ✓ Link | 55.3 | 75.1 | 1.5 | MSDNet (ResNet-101) | 2024-09-17 |
| Prototype as Query for Few Shot Semantic Segmentation | ✓ Link | 54.7 | 74.6 | | ProtoFormer (ResNet-101) | 2022-11-27 |
| Hybrid Mamba for Few-Shot Segmentation | ✓ Link | 54.5 | 75.5 | | HMNet (VGG-16) | 2024-09-29 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | ✓ Link | 54.5 | 74.5 | 1.5 | MSDNet (ResNet-50) | 2024-09-17 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 54.38 | | | PFENet (SVF, ResNet-50) | 2022-06-13 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | ✓ Link | 53.9 | 74.2 | | SCCAN (ResNet-50) | 2023-08-18 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 53.87 | | | BAM (SVF, ResNet-50) | 2022-06-13 |
| Feature-Proxy Transformer for Few-Shot Segmentation | ✓ Link | 53.8 | | | FPTrans (ViT-B/16) | 2022-10-13 |
| Prototype as Query for Few Shot Semantic Segmentation | ✓ Link | 53.4 | 73.3 | | ProtoFormer (ResNet-50) | 2022-11-27 |
| Interclass Prototype Relation for Few-Shot Segmentation | | 53.3 | | | IPRNet (ResNet-101) | 2022-11-16 |
| Eliminating Feature Ambiguity for Few-Shot Segmentation | ✓ Link | 52.8 | 74.3 | | AENet (VGG-16) | 2024-07-13 |
| Hierarchical Dense Correlation Distillation for Few-Shot Segmentation | ✓ Link | 52.4 | | | HDMNet (VGG-16) | 2023-03-26 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 51.9 | 73.3 | 47.7 | DCAMA (ResNet-101) | 2022-07-18 |
| Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation | ✓ Link | 51.9 | | | QCLNet (ResNet-101) | 2023-05-12 |
| MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation | ✓ Link | 51.65 | 73.13 | | MIANet (ResNet-50) | 2023-05-23 |
| Learning What Not to Segment: A New Perspective on Few-Shot Segmentation | ✓ Link | 51.16 | | 26.7 | BAM (ResNet-50) | 2022-03-15 |
| Interclass Prototype Relation for Few-Shot Segmentation | | 51.1 | | | IPRNet (ResNet-50) | 2022-11-16 |
| Masked Cross-image Encoding for Few-shot Segmentation | | 51.04 | | | MCE (ResNet-50) | 2023-08-22 |
| MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation | ✓ Link | 51.03 | 73.81 | | MIANet (VGG-16) | 2023-05-23 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 50.6 | 73.3 | | ASNet (HM, ResNet-101) | 2022-03-24 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 50.6 | 72.9 | | HSNet (HM, ResNet-101) | 2022-03-24 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | ✓ Link | 50.47 | 53.67 | | MSANet (ResNet-50) | 2022-06-20 |
| Self-Support Few-Shot Semantic Segmentation | ✓ Link | 50.2 | | | SSP (ResNet-101) | 2022-07-23 |
| Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation | ✓ Link | 50 | | | QCLNet (ResNet-50) | 2023-05-12 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 49.5 | 72.4 | 2.5 | HSNet (ResNet-101) | 2021-04-04 |
| Integrative Few-Shot Learning for Classification and Segmentation | ✓ Link | 49.5 | | | ASNet | 2022-03-29 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 49.49 | | | PFENet (SVF, VGG-16) | 2022-06-13 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 49.4 | 72.2 | | HSNet (HM, ResNet-50) | 2022-03-24 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 49.2 | 72.9 | | DACM (VAT, ResNet-50) | 2022-07-30 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 49.07 | | | BAM (SVF, VGG-16) | 2022-06-13 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 48.4 | 72.2 | | ASNet (HM, ResNet-50) | 2022-03-24 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 48.3 | 71.8 | | VAT (HM, ResNet-50) | 2022-03-24 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 48.3 | 71.7 | 47.7 | DCAMA (ResNet-50) | 2022-07-18 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 48.1 | 71.6 | | DACM (ResNet-50) | 2022-07-30 |
| Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network | | 48 | 66.2 | | SiGCN (ResNet-50) | 2023-01-09 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | ✓ Link | 47.9 | 72.4 | | VAT (ResNet-101) | 2022-07-22 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | ✓ Link | 47.9 | | | VAT (ResNet-50) | 2021-12-22 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | ✓ Link | 47.9 | | | IPMT (ResNet-101) | 2022-10-13 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | ✓ Link | 47.6 | 71.1 | | FECANet (ResNet-50) | 2023-01-19 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | ✓ Link | 47.5 | | | IPMT (ResNet-50) | 2022-10-13 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 46.9 | 70.7 | 2.5 | HSNet (ResNet-50) | 2021-04-04 |
| Clustered-patch Element Connection for Few-shot Learning | ✓ Link | 46.9 | | | RePRI (CECE-M,ResNet-50) | 2023-04-20 |
| Clustered-patch Element Connection for Few-shot Learning | ✓ Link | 46.7 | | | RePRI (CECE-T,ResNet-50) | 2023-04-20 |
| Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation | ✓ Link | 46.48 | | | DCP (ResNet-50) | 2022-04-21 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 46.4 | | | APANet (ResNet-101) | 2021-11-24 |
| Few-Shot Segmentation via Cycle-Consistent Transformer | ✓ Link | 45.6 | | 15.4 | CyCTR (ResNet-50) | 2021-06-04 |
| Mining Latent Classes for Few-shot Segmentation | ✓ Link | 45.1 | | | MLC (ResNet-101) | 2021-03-29 |
| Iterative Few-shot Semantic Segmentation from Image Label Text | ✓ Link | 44.4 | | | IMR-HSNet (ResNet-50) | 2023-03-10 |
| Self-Support Few-Shot Semantic Segmentation | ✓ Link | 44.1 | | | SSP (ResNet-50) | 2022-07-23 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 43.2 | | | APANet (VGG-16) | 2021-11-24 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 43 | | | APANet (ResNet-50) | 2021-11-24 |
| Adaptive Prototype Learning and Allocation for Few-Shot Segmentation | ✓ Link | 42.48 | 66.96 | | ASGNet (ResNet-50) | 2021-04-05 |
| Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer | ✓ Link | 42 | | | CWT (ResNet-101) | 2021-08-06 |
| Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? | ✓ Link | 41.6 | | | RePRI (ResNet-50) | 2020-12-11 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | ✓ Link | 41.5 | 67.7 | | FECANet (VGG-16) | 2023-01-19 |
| Mining Latent Classes for Few-shot Segmentation | ✓ Link | 41.4 | | | MLC (ResNet-50) | 2021-03-29 |
| Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer | ✓ Link | 41.3 | | | CWT (ResNet-50) | 2021-08-06 |
| Self-Guided and Cross-Guided Learning for Few-Shot Segmentation | ✓ Link | 39.9 | | | PFENet (SCL, ResNet-101) | 2021-03-30 |
| Part-aware Prototype Network for Few-shot Semantic Segmentation | ✓ Link | 38.5 | | 31.5 | PPNet (ResNet-50) | 2020-07-13 |
| Prior Guided Feature Enrichment Network for Few-Shot Segmentation | ✓ Link | 37.7 | 61.6 | | PFENet (VGG-16) | 2020-08-04 |
| Prior Guided Feature Enrichment Network for Few-Shot Segmentation | ✓ Link | 37.4 | 61.9 | 10.3 | PFENet (ResNet-101) | 2020-08-04 |
| Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation | ✓ Link | 35.75 | | | ASR (ResNet-50) | 2021-06-01 |
| Prototype Mixture Models for Few-shot Semantic Segmentation | ✓ Link | 35.5 | | | RPMM (ResNet-50) | 2020-08-10 |
| PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment | ✓ Link | 29.7 | 63.5 | | PANet (VGG-16) | 2019-08-18 |
| Feature Weighting and Boosting for Few-Shot Segmentation | ✓ Link | 23.65 | | 43 | FWB (ResNet-101) | 2019-09-28 |
| Feature Weighting and Boosting for Few-Shot Segmentation | ✓ Link | 22.63 | | | FWB (VGG-16) | 2019-09-28 |