| 1 | SegGPT (ViT) | 89.8 | Yes | SegGPT: Segmenting Everything In Context | 2023-04-06 | Code |
| 2 | GF-SAM (DINOv2) | 82.6 | No | Bridge the Points: Graph-based Few-shot Segment ... | 2024-10-09 | Code |
| 3 | PGMA-Net (ResNet-101) | 78.6 | No | Visual and Textual Prior Guided Mask Assemble fo... | 2023-08-15 | - |
| 4 | FPTrans (DeiT-B/16) | 78 | No | Feature-Proxy Transformer for Few-Shot Segmentat... | 2022-10-13 | Code |
| 5 | DGPNet (ResNet-101) | 75.4 | No | Dense Gaussian Processes for Few-Shot Segmentation | 2021-10-07 | Code |
| 6 | PGMA-Net (ResNet-50) | 75.2 | No | Visual and Textual Prior Guided Mask Assemble fo... | 2023-08-15 | - |
| 7 | DCAMA (Swin-B) | 74.9 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 8 | PGMA-Net (ViT-B/16) | 74.6 | No | Visual and Textual Prior Guided Mask Assemble fo... | 2023-08-15 | - |
| 9 | AENet (ResNet-50) | 74.2 | No | Eliminating Feature Ambiguity for Few-Shot Segme... | 2024-07-13 | Code |
| 10 | HMNet (ResNet-50) | 74.1 | No | Hybrid Mamba for Few-Shot Segmentation | 2024-09-29 | Code |
| 11 | MSANet (ResNet-101) | 73.99 | No | MSANet: Multi-Similarity and Attention Guidance ... | 2022-06-20 | Code |
| 12 | FPTrans (ViT-B/16) | 73.7 | No | Feature-Proxy Transformer for Few-Shot Segmentat... | 2022-10-13 | Code |
| 13 | DGPNet (ResNet-50) | 73.5 | No | Dense Gaussian Processes for Few-Shot Segmentation | 2021-10-07 | Code |
| 14 | DACM (VAT, ResNet-101) | 73.3 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 15 | SSP (ResNet-101) | 73.1 | No | Self-Support Few-Shot Semantic Segmentation | 2022-07-23 | Code |
| 16 | MSANet (ResNet-50) | 72.6 | No | MSANet: Multi-Similarity and Attention Guidance ... | 2022-06-20 | Code |
| 17 | MSHNet | 72.3 | No | Multi-similarity based Hyperrelation Network for... | 2022-03-17 | Code |
| 18 | BAM (SVF, ResNet-50) | 72.28 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 19 | VAT (ResNet-101) | 72 | No | Cost Aggregation with 4D Convolutional Swin Tran... | 2022-07-22 | Code |
| 20 | MIANet (VGG-16) | 71.99 | No | MIANet: Aggregating Unbiased Instance and Genera... | 2023-05-23 | Code |
| 21 | PFENet (SVF, ResNet-50) | 71.82 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 22 | HDMNet (ResNet-50) | 71.8 | No | Hierarchical Dense Correlation Distillation for ... | 2023-03-26 | Code |
| 23 | DACM (VAT, ResNet-50) | 71.7 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 24 | VAT | 71.6 | No | Cost Aggregation Is All You Need for Few-Shot Se... | 2021-12-22 | Code |
| 25 | MIANet (ResNet-50) | 71.59 | No | MIANet: Aggregating Unbiased Instance and Genera... | 2023-05-23 | Code |
| 26 | SCCAN (ResNet-101) | 71.5 | No | Self-Calibrated Cross Attention Network for Few-... | 2023-08-18 | Code |
| 27 | DACM (ResNet-101) | 71.4 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 28 | QCLNet (ResNet-101) | 71.2 | No | Quaternion-valued Correlation Learning for Few-S... | 2023-05-12 | Code |
| 29 | HMNet (VGG-16) | 71.1 | No | Hybrid Mamba for Few-Shot Segmentation | 2024-09-29 | Code |
| 30 | ASNet | 71.1 | No | Integrative Few-Shot Learning for Classification... | 2022-03-29 | Code |
| 31 | BAM (ResNet-50) | 70.91 | No | Learning What Not to Segment: A New Perspective ... | 2022-03-15 | Code |
| 32 | VAT (HM, ResNet-101) | 70.9 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 33 | DACM (ResNet-50) | 70.9 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 34 | IPRNet (ResNet-101) | 70.9 | No | Interclass Prototype Relation for Few-Shot Segme... | 2022-11-16 | - |
| 35 | MSDNet (ResNet-101) | 70.8 | No | MSDNet: Multi-Scale Decoder for Few-Shot Semanti... | 2024-09-17 | Code |
| 36 | AENet (VGG-16) | 70.6 | No | Eliminating Feature Ambiguity for Few-Shot Segme... | 2024-07-13 | Code |
| 37 | HSNet (ResNet-101) | 70.4 | No | Hypercorrelation Squeeze for Few-Shot Segmentation | 2021-04-04 | Code |
| 38 | MSANet (VGG-16) | 70.4 | No | MSANet: Multi-Similarity and Attention Guidance ... | 2022-06-20 | Code |
| 39 | SCCAN (ResNet-50) | 70.3 | No | Self-Calibrated Cross Attention Network for Few-... | 2023-08-18 | Code |
| 40 | POP(ResNet-50) | 70.28 | No | - | - | Code |
| 41 | IPRNet (ResNet-50) | 70.2 | No | Interclass Prototype Relation for Few-Shot Segme... | 2022-11-16 | - |
| 42 | VAT (ResNet-50) | 70.1 | No | Cost Aggregation with 4D Convolutional Swin Tran... | 2022-07-22 | Code |
| 43 | MCE (ResNet-50) | 70.03 | No | Masked Cross-image Encoding for Few-shot Segment... | 2023-08-22 | - |
| 44 | FECANet (ResNet-50) | 70 | No | FECANet: Boosting Few-Shot Semantic Segmentation... | 2023-01-19 | Code |
| 45 | PFENet (SVF, VGG-16) | 69.8 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 46 | HSNet (ResNet-50) | 69.5 | No | Hypercorrelation Squeeze for Few-Shot Segmentation | 2021-04-04 | Code |
| 47 | QCLNet (ResNet-50) | 69.5 | No | Quaternion-valued Correlation Learning for Few-S... | 2023-05-12 | Code |
| 48 | HSNet (HM, ResNet-101) | 69.3 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 49 | SSP (ResNet-50) | 69.3 | No | Self-Support Few-Shot Semantic Segmentation | 2022-07-23 | Code |
| 50 | MLC (ResNet-101) | 69.3 | No | Mining Latent Classes for Few-shot Segmentation | 2021-03-29 | Code |
| 51 | HDMNet (VGG-16) | 69.3 | No | Hierarchical Dense Correlation Distillation for ... | 2023-03-26 | Code |
| 52 | IPMT (ResNet-101) | 69.2 | No | Intermediate Prototype Mining Transformer for Fe... | 2022-10-13 | Code |
| 53 | BAM (SVF, VGG-16) | 69.11 | No | Singular Value Fine-tuning: Few-shot Segmentatio... | 2022-06-13 | Code |
| 54 | MSDNet (ResNet-50) | 68.7 | No | MSDNet: Multi-Scale Decoder for Few-Shot Semanti... | 2024-09-17 | Code |
| 55 | DCAMA (ResNet-50) | 68.5 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 56 | SiGCN (ResNet-50) | 68.5 | No | Few-shot Semantic Segmentation with Support-indu... | 2023-01-09 | - |
| 57 | DCAMA (ResNet-101) | 68.3 | No | Dense Cross-Query-and-Support Attention Weighted... | 2022-07-18 | Code |
| 58 | MCE (VGG-16) | 68.21 | No | Masked Cross-image Encoding for Few-shot Segment... | 2023-08-22 | - |
| 59 | IPMT (ResNet-50) | 68.2 | No | Intermediate Prototype Mining Transformer for Fe... | 2022-10-13 | Code |
| 60 | VAT (HM, ResNet-50) | 68.2 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 61 | APANet (ResNet-101) | 68 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 62 | DCP (ResNet-50) | 67.8 | No | Beyond the Prototype: Divide-and-conquer Proxies... | 2022-04-21 | Code |
| 63 | ProtoFormer (ResNet-50) | 67.4 | No | Prototype as Query for Few Shot Semantic Segment... | 2022-11-27 | Code |
| 64 | HSNet (HM, ResNet-50) | 67.1 | No | HM: Hybrid Masking for Few-Shot Segmentation | 2022-03-24 | Code |
| 65 | ProtoFormer (ResNet-101) | 67 | No | Prototype as Query for Few Shot Semantic Segment... | 2022-11-27 | Code |
| 66 | DIaM (ResNet-50) | 66.97 | No | A Strong Baseline for Generalized Few-Shot Seman... | 2022-11-25 | Code |
| 67 | MLC (ResNet-50) | 66.8 | No | Mining Latent Classes for Few-shot Segmentation | 2021-03-29 | Code |
| 68 | FECANet (VGG-16) | 66.7 | No | FECANet: Boosting Few-Shot Semantic Segmentation... | 2023-01-19 | Code |
| 69 | CyCTR (ResNet-101) | 66.6 | No | Few-Shot Segmentation via Cycle-Consistent Trans... | 2021-06-04 | Code |
| 70 | RePRI (ResNet-50) | 66.6 | No | Few-Shot Segmentation Without Meta-Learning: A G... | 2020-12-11 | Code |
| 71 | RePRI (CECE-M,ResNet-50) | 66.5 | No | Clustered-patch Element Connection for Few-shot ... | 2023-04-20 | Code |
| 72 | RePRI (CECE-T,ResNet-50) | 66.2 | No | Clustered-patch Element Connection for Few-shot ... | 2023-04-20 | Code |
| 73 | APANet (ResNet-50) | 66 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 74 | DACM (VGG-16) | 65.7 | No | Doubly Deformable Aggregation of Covariance Matr... | 2022-07-30 | Code |
| 75 | RePRI (ResNet-101) | 65.6 | No | Few-Shot Segmentation Without Meta-Learning: A G... | 2020-12-11 | Code |
| 76 | CWT (ResNet-101) | 64.7 | No | Simpler is Better: Few-shot Semantic Segmentatio... | 2021-08-06 | Code |
| 77 | ASGNet (ResNet-101) | 64.36 | No | Adaptive Prototype Learning and Allocation for F... | 2021-04-05 | Code |
| 78 | QCLNet (VGG-16) | 64.2 | No | Quaternion-valued Correlation Learning for Few-S... | 2023-05-12 | Code |
| 79 | HSNet (VGG-16) | 64.1 | No | Hypercorrelation Squeeze for Few-Shot Segmentation | 2021-04-04 | Code |
| 80 | ASGNet (ResNet-50) | 63.94 | No | Adaptive Prototype Learning and Allocation for F... | 2021-04-05 | Code |
| 81 | CWT (ResNet-50) | 63.7 | No | Simpler is Better: Few-shot Semantic Segmentatio... | 2021-08-06 | Code |
| 82 | PFENet (SCL, ResNet-50) | 62.9 | No | Self-Guided and Cross-Guided Learning for Few-Sh... | 2021-03-30 | Code |
| 83 | APANet (VGG-16) | 62.6 | No | APANet: Adaptive Prototypes Alignment Network fo... | 2021-11-24 | - |
| 84 | PPNet (ResNet-50) | 62 | No | Part-aware Prototype Network for Few-shot Semant... | 2020-07-13 | Code |
| 85 | PFENet (ResNet-50) | 61.9 | No | Prior Guided Feature Enrichment Network for Few-... | 2020-08-04 | Code |
| 86 | PFENet (ResNet-101) | 61.4 | No | Prior Guided Feature Enrichment Network for Few-... | 2020-08-04 | Code |
| 87 | ASR (ResNet-50) | 60.96 | No | Anti-aliasing Semantic Reconstruction for Few-Sh... | 2021-06-01 | Code |
| 88 | LTM | 60.6 | No | A New Local Transformation Module for Few-shot S... | 2019-10-14 | - |
| 89 | FWB (ResNet-101) | 59.9 | No | Feature Weighting and Boosting for Few-Shot Segm... | 2019-09-28 | Code |
| 90 | PCN (ResNet-50) | 59.66 | No | Prediction Calibration for Generalized Few-shot ... | 2022-10-15 | - |
| 91 | CANet (SCL, ResNet-50) | 59.2 | No | Self-Guided and Cross-Guided Learning for Few-Sh... | 2021-03-30 | Code |
| 92 | PFENet (VGG-16) | 59 | No | Prior Guided Feature Enrichment Network for Few-... | 2020-08-04 | Code |
| 93 | PGNet (ResNet-50) | 58.5 | No | - | - | - |
| 94 | ASR (VGG-16) | 57.99 | No | Anti-aliasing Semantic Reconstruction for Few-Sh... | 2021-06-01 | Code |
| 95 | RPMM (ResNet-50) | 57.3 | No | Prototype Mixture Models for Few-shot Semantic S... | 2020-08-10 | Code |
| 96 | CANet (ResNet-50) | 57.1 | No | CANet: Class-Agnostic Segmentation Networks with... | 2019-03-06 | Code |
| 97 | CAPL (ResNet-50) | 55.72 | No | Generalized Few-shot Semantic Segmentation | 2020-10-11 | Code |
| 98 | PANet (VGG-16) | 55.7 | No | PANet: Few-Shot Image Semantic Segmentation with... | 2019-08-18 | Code |
| 99 | FWB (VGG-16) | 55.1 | No | Feature Weighting and Boosting for Few-Shot Segm... | 2019-09-28 | Code |
| 100 | SG-One (VGG-16) | 47.1 | No | SG-One: Similarity Guidance Network for One-Shot... | 2018-10-22 | Code |