| Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond | | 59.4 | 78.5 | | PGMA-Net (ResNet-101) | 2023-08-15 |
| Bridge the Points: Graph-based Few-shot Segment Anything Semantically | ✓ Link | 58.7 | | | GF-SAM (DINOv2) | 2024-10-09 |
| SegGPT: Segmenting Everything In Context | ✓ Link | 56.1 | | | SegGPT (ViT) | 2023-04-06 |
| Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond | | 54.3 | 75.8 | | PGMA-Net (ResNet-50) | 2023-08-15 |
| Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching | ✓ Link | 52.7 | | | Matcher(DINOv2) | 2023-05-22 |
| Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation | ✓ Link | 52.2 | | | DiffewS (SD2.1) | 2024-10-03 |
| Hybrid Mamba for Few-Shot Segmentation | ✓ Link | 52.1 | 74.5 | | HMNet (ResNet-50) | 2024-09-29 |
| Eliminating Feature Ambiguity for Few-Shot Segmentation | ✓ Link | 51.3 | 74.4 | | AENet (ResNet-50) | 2024-07-13 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 50.9 | 73.2 | | DCAMA (Swin-B) | 2022-07-18 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | ✓ Link | 50.45 | 51.09 | | MSANet (ResNet-101) | 2022-06-20 |
| Hierarchical Dense Correlation Distillation for Few-Shot Segmentation | ✓ Link | 50 | 72.2 | | HDMNet (ResNet-50) | 2023-03-26 |
| MSI: Maximize Support-Set Information for Few-Shot Segmentation | ✓ Link | 49.8 | | | VAT + MSI (ResNet-101) | 2022-12-09 |
| Hybrid Mamba for Few-Shot Segmentation | ✓ Link | 49.1 | 72.6 | | HMNet (VGG-16) | 2024-09-29 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | ✓ Link | 48.5 | 71.3 | 1.5 | MSDNet (ResNet-101) | 2024-09-17 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 48.47 | | | BAM (SVF, ResNet-50) | 2022-06-13 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | ✓ Link | 48.2 | 69.7 | | SCCAN (ResNet-101) | 2023-08-18 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 48.02 | | | PFENet (SVF, ResNet-50) | 2022-06-13 |
| MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation | ✓ Link | 47.66 | 71.51 | | MIANet (ResNet-50) | 2023-05-23 |
| Prototype as Query for Few Shot Semantic Segmentation | ✓ Link | 47 | 70 | | ProtoFormer (ResNet-101) | 2022-11-27 |
| Feature-Proxy Transformer for Few-Shot Segmentation | ✓ Link | 47 | | | FPTrans (DeiT-B/16) | 2022-10-13 |
| Interclass Prototype Relation for Few-Shot Segmentation | | 46.9 | | | IPRNet (ResNet-101) | 2022-11-16 |
| Dense Gaussian Processes for Few-Shot Segmentation | ✓ Link | 46.7 | | | DGPNet (ResNet-101) | 2021-10-07 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | ✓ Link | 46.7 | | | HDMNet (DifFSS, ResNet-50) | 2023-07-03 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 46.5 | 71.5 | | HSNet (HM, ResNet-101) | 2022-03-24 |
| MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping | ✓ Link | 46.5 | 70.4 | 1.5 | MSDNet (ResNet-50) | 2024-09-17 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | ✓ Link | 46.44 | 48.03 | | MSANet (ResNet-50) | 2022-06-20 |
| Eliminating Feature Ambiguity for Few-Shot Segmentation | ✓ Link | 46.4 | 71.8 | | AENet (VGG-16) | 2024-07-13 |
| Self-Calibrated Cross Attention Network for Few-Shot Segmentation | ✓ Link | 46.3 | 69.9 | | SCCAN (ResNet-50) | 2023-08-18 |
| Learning What Not to Segment: A New Perspective on Few-Shot Segmentation | ✓ Link | 46.23 | | 26.7 | BAM (ResNet-50) | 2022-03-15 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 45.9 | 71.1 | | ASNet (HM, ResNet-101) | 2022-03-24 |
| Hierarchical Dense Correlation Distillation for Few-Shot Segmentation | ✓ Link | 45.9 | | | HDMNet (VGG-16) | 2023-03-26 |
| Prototype as Query for Few Shot Semantic Segmentation | ✓ Link | 45.7 | 69.6 | | ProtoFormer (ResNet-50) | 2022-11-27 |
| MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation | ✓ Link | 45.69 | 71.01 | | MIANet (VGG-16) | 2023-05-23 |
| Interclass Prototype Relation for Few-Shot Segmentation | | 45.3 | | | IPRNet (ResNet-50) | 2022-11-16 |
| Dense Gaussian Processes for Few-Shot Segmentation | ✓ Link | 45 | | | DGPNet (ResNet-50) | 2021-10-07 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 44.7 | 70.4 | | ASNet (HM, ResNet-50) | 2022-03-24 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 44.3 | 70.8 | | HSNet (HM, ResNet-50) | 2022-03-24 |
| Masked Cross-image Encoding for Few-shot Segmentation | | 44.22 | | | MCE (ResNet-50) | 2023-08-22 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 43.76 | | | BAM (SVF, VGG-16) | 2022-06-13 |
| Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation | ✓ Link | 43.6 | | | QCLNet (ResNet-101) | 2023-05-12 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | ✓ Link | 43.6 | | | BAM (DifFSS, ResNet-50) | 2023-07-03 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 43.5 | 69.9 | 47.7 | DCAMA (ResNet-101) | 2022-07-18 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 43.3 | 69.5 | | DCAMA (ResNet-50) | 2022-07-18 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 43.2 | 70 | | VAT (HM, ResNet-50) | 2022-03-24 |
| Integrative Few-Shot Learning for Classification and Segmentation | ✓ Link | 43.1 | | | ASNet | 2022-03-29 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 43 | 69.4 | | DACM (VAT, ResNet-50) | 2022-07-30 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | ✓ Link | 43 | | | IPMT (ResNet-50) | 2022-10-13 |
| Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation | ✓ Link | 42.6 | | | IPMT (ResNet-101) | 2022-10-13 |
| Iterative Few-shot Semantic Segmentation from Image Label Text | ✓ Link | 42.4 | | | IMR-HSNet (ResNet-50) | 2023-03-10 |
| Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation | ✓ Link | 42.3 | | | QCLNet (ResNet-50) | 2023-05-12 |
| Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning | ✓ Link | 42.24 | | | PFENet (SVF, VGG-16) | 2022-06-13 |
| Feature-Proxy Transformer for Few-Shot Segmentation | ✓ Link | 42 | | | FPTrans (ViT-B/16) | 2022-10-13 |
| Self-Support Few-Shot Semantic Segmentation | ✓ Link | 42 | | | SSP (ResNet-101) | 2022-07-23 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 41.9 | | | APANet (ResNet-101) | 2021-11-24 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | ✓ Link | 41.6 | 69.6 | | FECANet (ResNet-50) | 2023-01-19 |
| Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network | | 41.4 | 62.7 | | SiGCN (ResNet-50) | 2023-01-09 |
| Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation | ✓ Link | 41.39 | | | DCP (ResNet-50) | 2022-04-21 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | ✓ Link | 41.3 | 68.8 | | VAT (ResNet-101) | 2022-07-22 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | ✓ Link | 41.3 | | | VAT (ResNet-50) | 2021-12-22 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 41.2 | 69.1 | 2.5 | HSNet (ResNet-101) | 2021-04-04 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 40.6 | 68.9 | | DACM (ResNet-50) | 2022-07-30 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 40.5 | | | APANet (ResNet-50) | 2021-11-24 |
| Few-Shot Segmentation via Cycle-Consistent Transformer | ✓ Link | 40.3 | | 15.4 | CyCTR (ResNet-50) | 2021-06-04 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 39.2 | 68.2 | 2.5 | HSNet (ResNet-50) | 2021-04-04 |
| Clustered-patch Element Connection for Few-shot Learning | ✓ Link | 38.3 | | | RePRI (CECE-M,ResNet-50) | 2023-04-20 |
| Clustered-patch Element Connection for Few-shot Learning | ✓ Link | 38.1 | | | RePRI (CECE-T,ResNet-50) | 2023-04-20 |
| Iterative Few-shot Semantic Segmentation from Image Label Text | ✓ Link | 37.7 | | | IIMR-HSNet (VGG-16) | 2023-03-10 |
| Mining Latent Classes for Few-shot Segmentation | ✓ Link | 37.5 | | | MLC (ResNet-101) | 2021-03-29 |
| Self-Support Few-Shot Semantic Segmentation | ✓ Link | 37.4 | | | SSP (ResNet-50) | 2022-07-23 |
| APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation | | 37.2 | | | APANet (VGG-16) | 2021-11-24 |
| Self-Guided and Cross-Guided Learning for Few-Shot Segmentation | ✓ Link | 37 | | | PFENet (SCL, ResNet-101) | 2021-03-30 |
| FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network | ✓ Link | 35.4 | 65.5 | | FECANet (VGG-16) | 2023-01-19 |
| Mining Latent Classes for Few-shot Segmentation | ✓ Link | 35.1 | | | MLC (ResNet-50) | 2021-03-29 |
| Adaptive Prototype Learning and Allocation for Few-Shot Segmentation | ✓ Link | 34.56 | 60.39 | | ASGNet (ResNet-50) | 2021-04-05 |
| Prior Guided Feature Enrichment Network for Few-Shot Segmentation | ✓ Link | 34.1 | 60 | | PFENet (VGG-16) | 2020-08-04 |
| Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? | ✓ Link | 34.1 | | | RePRI (ResNet-50) | 2020-12-11 |
| Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation | ✓ Link | 33.85 | | | ASR (ResNet-50) | 2021-06-01 |
| Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer | ✓ Link | 32.9 | | | CWT (ResNet-50) | 2021-08-06 |
| Prior Guided Feature Enrichment Network for Few-Shot Segmentation | ✓ Link | 32.4 | 58.6 | 10.3 | PFENet (ResNet-101) | 2020-08-04 |
| Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer | ✓ Link | 32.4 | | | CWT (ResNet-101) | 2021-08-06 |
| Prototype Mixture Models for Few-shot Semantic Segmentation | ✓ Link | 30.6 | | | RPMM (ResNet-50) | 2020-08-10 |
| Part-aware Prototype Network for Few-shot Semantic Segmentation | ✓ Link | 29.0 | | 31.5 | PPNet (ResNet-50) | 2020-07-13 |
| Feature Weighting and Boosting for Few-Shot Segmentation | ✓ Link | 21.2 | | | FWB (ResNet-101) | 2019-09-28 |
| PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment | ✓ Link | 20.9 | 59.2 | | PANet (VGG-16) | 2019-08-18 |
| Feature Weighting and Boosting for Few-Shot Segmentation | ✓ Link | 20.02 | | | FWB (VGG-16) | 2019-09-28 |