| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 90.8 | | DACM (ResNet-101) | 2022-07-30 |
| Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation | ✓ Link | 90.7 | | DACM (ResNet-50) | 2022-07-30 |
| MSI: Maximize Support-Set Information for Few-Shot Segmentation | ✓ Link | 90.6 | | VAT + MSI (ResNet-101) | 2022-12-09 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | ✓ Link | 90.3 | 94 | VAT (ResNet-101) | 2022-07-22 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 90.2 | | VAT (HM, ResNet-101) | 2022-03-24 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | ✓ Link | 90.1 | 93.8 | VAT (ResNet-50) | 2022-07-22 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 90.1 | 93.8 | DCAMA (Swin-B) | 2022-07-18 |
| Cost Aggregation Is All You Need for Few-Shot Segmentation | ✓ Link | 90.0 | | VAT | 2021-12-22 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 89.4 | | VAT (HM, ResNet-50) | 2022-03-24 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | ✓ Link | 88.4 | | DCAMA (DifFSS, ResNet-50) | 2023-07-03 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 88.3 | 92.4 | DCAMA (ResNet-101) | 2022-07-18 |
| Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation | ✓ Link | 88.2 | 92.5 | DCAMA (ResNet-50) | 2022-07-18 |
| Bridge the Points: Graph-based Few-shot Segment Anything Semantically | ✓ Link | 88 | | GF-SAM (DINOv2) | 2024-10-09 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 87.8 | | HSNet (HM, ResNet-101) | 2022-03-24 |
| Self-Support Few-Shot Semantic Segmentation | ✓ Link | 87.3 | | SSP | 2022-07-23 |
| HM: Hybrid Masking for Few-Shot Segmentation | ✓ Link | 87.1 | | HSNet (HM, ResNet-50) | 2022-03-24 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 86.5 | | HSNet (ResNet-101) | 2021-04-04 |
| DifFSS: Diffusion Model for Few-Shot Semantic Segmentation | ✓ Link | 86.2 | | HSNet (DifFSS, ResNet-50) | 2023-07-03 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | ✓ Link | 85.7 | | Annotation-free FSS (With Annotation,ResNet-50) | 2023-07-26 |
| SegGPT: Segmenting Everything In Context | ✓ Link | 85.6 | | SegGPT (ViT) | 2023-04-06 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 85.5 | | HSNet (ResNet-50) | 2021-04-04 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | ✓ Link | 85 | | Annotation-free FSS (Without Annotation,ResNet-50) | 2023-07-26 |
| Hypercorrelation Squeeze for Few-Shot Segmentation | ✓ Link | 82.3 | | HSNet (VGG-16) | 2021-04-04 |
| FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation | ✓ Link | 73.47 | | FSS-1000 (VGG-16) | 2019-07-29 |