| 1 | PGMA-Net (ResNet-101) | 59.4 | No | Visual and Textual Prior Guided Mask Assemble fo... | 2023-08-15 | - |
| 2 | GF-SAM (DINOv2) | 58.7 | No | Bridge the Points: Graph-based Few-shot Segment ... | 2024-10-09 | Code |
| 3 | SegGPT (ViT) | 56.1 | Yes | SegGPT: Segmenting Everything In Context | 2023-04-06 | Code |
| 4 | PGMA-Net (ResNet-50) | 54.3 | No | Visual and Textual Prior Guided Mask Assemble fo... | 2023-08-15 | - |
| 5 | Matcher(DINOv2) | 52.7 | No | Matcher: Segment Anything with One Shot Using Al... | 2023-05-22 | Code |
| 6 | DiffewS (SD2.1) | 52.2 | No | Unleashing the Potential of the Diffusion Model ... | 2024-10-03 | Code |
| 7 | HMNet (ResNet-50) | 52.1 | No | Hybrid Mamba for Few-Shot Segmentation | 2024-09-29 | Code |
| 8 | AENet (ResNet-50) | 51.3 | No | Eliminating Feature Ambiguity for Few-Shot Segme... | 2024-07-13 | Code |
| 9 | DCAMA (Swin-B) | 50.9 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 10 | MSANet (ResNet-101) | 50.45 | No | MSANet: Multi-Similarity and Attention Guidance ... | 2022-06-20 | Code |
| 11 | HDMNet (ResNet-50) | 50 | No | Hierarchical Dense Correlation Distillation for ... | 2023-03-26 | Code |
| 12 | VAT + MSI (ResNet-101) | 49.8 | No | MSI: Maximize Support-Set Information for Few-Sh... | 2022-12-09 | Code |
| 13 | HMNet (VGG-16) | 49.1 | No | Hybrid Mamba for Few-Shot Segmentation | 2024-09-29 | Code |
| 14 | MSDNet (ResNet-101) | 48.5 | No | MSDNet: Multi-Scale Decoder for Few-Shot Semanti... | 2024-09-17 | Code |
| 15 | BAM (SVF, ResNet-50) | 48.47 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 16 | SCCAN (ResNet-101) | 48.2 | No | Self-Calibrated Cross Attention Network for Few-... | 2023-08-18 | Code |
| 17 | PFENet (SVF, ResNet-50) | 48.02 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 18 | MIANet (ResNet-50) | 47.66 | No | MIANet: Aggregating Unbiased Instance and Genera... | 2023-05-23 | Code |
| 19 | ProtoFormer (ResNet-101) | 47 | No | Prototype as Query for Few Shot Semantic Segment... | 2022-11-27 | Code |
| 20 | FPTrans (DeiT-B/16) | 47 | No | Feature-Proxy Transformer for Few-Shot Segmentat... | 2022-10-13 | Code |
| 21 | IPRNet (ResNet-101) | 46.9 | No | Interclass Prototype Relation for Few-Shot Segme... | 2022-11-16 | - |
| 22 | DGPNet (ResNet-101) | 46.7 | No | Dense Gaussian Processes for Few-Shot Segmentation | 2021-10-07 | Code |
| 23 | HDMNet (DifFSS, ResNet-50) | 46.7 | No | DifFSS: Diffusion Model for Few-Shot Semantic Se... | 2023-07-03 | Code |
| 24 | HSNet (HM, ResNet-101) | 46.5 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 25 | MSDNet (ResNet-50) | 46.5 | No | MSDNet: Multi-Scale Decoder for Few-Shot Semanti... | 2024-09-17 | Code |
| 26 | MSANet (ResNet-50) | 46.44 | No | MSANet: Multi-Similarity and Attention Guidance ... | 2022-06-20 | Code |
| 27 | AENet (VGG-16) | 46.4 | No | Eliminating Feature Ambiguity for Few-Shot Segme... | 2024-07-13 | Code |
| 28 | SCCAN (ResNet-50) | 46.3 | No | Self-Calibrated Cross Attention Network for Few-... | 2023-08-18 | Code |
| 29 | BAM (ResNet-50) | 46.23 | No | Learning What Not to Segment: A New Perspective ... | 2022-03-15 | Code |
| 30 | ASNet (HM, ResNet-101) | 45.9 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 31 | HDMNet (VGG-16) | 45.9 | No | Hierarchical Dense Correlation Distillation for ... | 2023-03-26 | Code |
| 32 | ProtoFormer (ResNet-50) | 45.7 | No | Prototype as Query for Few Shot Semantic Segment... | 2022-11-27 | Code |
| 33 | MIANet (VGG-16) | 45.69 | No | MIANet: Aggregating Unbiased Instance and Genera... | 2023-05-23 | Code |
| 34 | IPRNet (ResNet-50) | 45.3 | No | Interclass Prototype Relation for Few-Shot Segme... | 2022-11-16 | - |
| 35 | DGPNet (ResNet-50) | 45 | No | Dense Gaussian Processes for Few-Shot Segmentation | 2021-10-07 | Code |
| 36 | POP(ResNet-50) | 44.98 | No | - | - | Code |
| 37 | ASNet (HM, ResNet-50) | 44.7 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 38 | HSNet (HM, ResNet-50) | 44.3 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 39 | MCE (ResNet-50) | 44.22 | No | Masked Cross-image Encoding for Few-shot Segment... | 2023-08-22 | - |
| 40 | BAM (SVF, VGG-16) | 43.76 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 41 | QCLNet (ResNet-101) | 43.6 | No | Quaternion-valued Correlation Learning for Few-S... | 2023-05-12 | Code |
| 42 | BAM (DifFSS, ResNet-50) | 43.6 | No | DifFSS: Diffusion Model for Few-Shot Semantic Se... | 2023-07-03 | Code |
| 43 | DCAMA (ResNet-101) | 43.5 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 44 | DCAMA (ResNet-50) | 43.3 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 45 | VAT (HM, ResNet-50) | 43.2 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 46 | ASNet | 43.1 | No | Integrative Few-Shot Learning for Classification... | 2022-03-29 | Code |
| 47 | DACM (VAT, ResNet-50) | 43 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 48 | IPMT (ResNet-50) | 43 | No | Intermediate Prototype Mining Transformer for Fe... | 2022-10-13 | Code |
| 49 | IPMT (ResNet-101) | 42.6 | No | Intermediate Prototype Mining Transformer for Fe... | 2022-10-13 | Code |
| 50 | IMR-HSNet (ResNet-50) | 42.4 | No | Iterative Few-shot Semantic Segmentation from Im... | 2023-03-10 | Code |
| 51 | QCLNet (ResNet-50) | 42.3 | No | Quaternion-valued Correlation Learning for Few-S... | 2023-05-12 | Code |
| 52 | PFENet (SVF, VGG-16) | 42.24 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 53 | FPTrans (ViT-B/16) | 42 | No | Feature-Proxy Transformer for Few-Shot Segmentat... | 2022-10-13 | Code |
| 54 | SSP (ResNet-101) | 42 | No | Self-Support Few-Shot Semantic Segmentation | 2022-07-23 | Code |
| 55 | APANet (ResNet-101) | 41.9 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 56 | FECANet (ResNet-50) | 41.6 | No | FECANet: Boosting Few-Shot Semantic Segmentation... | 2023-01-19 | Code |
| 57 | SiGCN (ResNet-50) | 41.4 | No | Few-shot Semantic Segmentation with Support-indu... | 2023-01-09 | - |
| 58 | DCP (ResNet-50) | 41.39 | No | Beyond the Prototype: Divide-and-conquer Proxies... | 2022-04-21 | Code |
| 59 | VAT (ResNet-101) | 41.3 | No | Cost Aggregation with 4D Convolutional Swin Tran... | 2022-07-22 | Code |
| 60 | VAT (ResNet-50) | 41.3 | No | Cost Aggregation Is All You Need for Few-Shot Se... | 2021-12-22 | Code |
| 61 | HSNet (ResNet-101) | 41.2 | No | Hypercorrelation Squeeze for Few-Shot Segmentation | 2021-04-04 | Code |
| 62 | DACM (ResNet-50) | 40.6 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 63 | DIaM (ResNet-50) | 40.52 | No | A Strong Baseline for Generalized Few-Shot Seman... | 2022-11-25 | Code |
| 64 | APANet (ResNet-50) | 40.5 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 65 | CyCTR (ResNet-50) | 40.3 | No | Few-Shot Segmentation via Cycle-Consistent Trans... | 2021-06-04 | Code |
| 66 | HSNet (ResNet-50) | 39.2 | No | Hypercorrelation Squeeze for Few-Shot Segmentation | 2021-04-04 | Code |
| 67 | RePRI (CECE-M,ResNet-50) | 38.3 | No | Clustered-patch Element Connection for Few-shot ... | 2023-04-20 | Code |
| 68 | RePRI (CECE-T,ResNet-50) | 38.1 | No | Clustered-patch Element Connection for Few-shot ... | 2023-04-20 | Code |
| 69 | IIMR-HSNet (VGG-16) | 37.7 | No | Iterative Few-shot Semantic Segmentation from Im... | 2023-03-10 | Code |
| 70 | MLC (ResNet-101) | 37.5 | No | Mining Latent Classes for Few-shot Segmentation | 2021-03-29 | Code |
| 71 | CCA (ResNet-50) | 37.48 | No | Harmonizing Base and Novel Classes: A Class-Cont... | 2023-03-24 | Code |
| 72 | SSP (ResNet-50) | 37.4 | No | Self-Support Few-Shot Semantic Segmentation | 2022-07-23 | Code |
| 73 | APANet (VGG-16) | 37.2 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 74 | PFENet (SCL, ResNet-101) | 37 | No | Self-Guided and Cross-Guided Learning for Few-Sh... | 2021-03-30 | Code |
| 75 | CAPL (ResNet-50) | 35.46 | No | Generalized Few-shot Semantic Segmentation | 2020-10-11 | Code |
| 76 | FECANet (VGG-16) | 35.4 | No | FECANet: Boosting Few-Shot Semantic Segmentation... | 2023-01-19 | Code |
| 77 | MLC (ResNet-50) | 35.1 | No | Mining Latent Classes for Few-shot Segmentation | 2021-03-29 | Code |
| 78 | ASGNet (ResNet-50) | 34.56 | No | Adaptive Prototype Learning and Allocation for F... | 2021-04-05 | Code |
| 79 | PFENet (VGG-16) | 34.1 | No | Prior Guided Feature Enrichment Network for Few-... | 2020-08-04 | Code |
| 80 | RePRI (ResNet-50) | 34.1 | No | Few-Shot Segmentation Without Meta-Learning: A G... | 2020-12-11 | Code |
| 81 | ASR (ResNet-50) | 33.85 | No | Anti-aliasing Semantic Reconstruction for Few-Sh... | 2021-06-01 | Code |
| 82 | CWT (ResNet-50) | 32.9 | No | Simpler is Better: Few-shot Semantic Segmentatio... | 2021-08-06 | Code |
| 83 | PFENet (ResNet-101) | 32.4 | No | Prior Guided Feature Enrichment Network for Few-... | 2020-08-04 | Code |
| 84 | CWT (ResNet-101) | 32.4 | No | Simpler is Better: Few-shot Semantic Segmentatio... | 2021-08-06 | Code |
| 85 | RPMM (ResNet-50) | 30.6 | No | Prototype Mixture Models for Few-shot Semantic S... | 2020-08-10 | Code |
| 86 | PPNet (ResNet-50) | 29 | No | Part-aware Prototype Network for Few-shot Semant... | 2020-07-13 | Code |
| 87 | FWB (ResNet-101) | 21.2 | No | Feature Weighting and Boosting for Few-Shot Segm... | 2019-09-28 | Code |
| 88 | PANet (VGG-16) | 20.9 | No | PANet: Few-Shot Image Semantic Segmentation with... | 2019-08-18 | Code |
| 89 | FWB (VGG-16) | 20.02 | No | Feature Weighting and Boosting for Few-Shot Segm... | 2019-09-28 | Code |