Few-shot Segmentation on Leaf diseases Agriculture
34.37mIoU (1-shot)AAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AADBackbone=Transformer2026.01 | 34.37 | 39.1 | 41.22 | |
| DCAMABackbone=Transformer2026.01 | 27.73 | 29.44 | 30.46 | |
| FS-SAMBackbone=Transformer2026.01 | 26.21 | 35.62 | 38.91 | |
| AADBackbone=ResNet-1012026.01 | 25.13 | 30.31 | 32.31 | |
| AADBackbone=ResNet-502026.01 | 24.57 | 29.03 | 30.95 | |
| DCAMABackbone=ResNet-1012026.01 | 22.91 | 26.47 | 28.23 | |
| ABCDFSSBackbone=ResNet-502026.01 | 21.94 | 20.65 | 26.78 | |
| HMNetBackbone=ResNet-502026.01 | 20.87 | 21.72 | 24.12 | |
| GRPNBackbone=Transformer2026.01 | 20.44 | 27.37 | 29.1 | |
| DCAMABackbone=ResNet-502026.01 | 19.8 | 22 | 23.29 | |
| SCCANBackbone=ResNet-1012026.01 | 19.23 | 18.23 | 16.05 | |
| PFENet++Backbone=ResNet-502026.01 | 17.91 | 16.91 | 18.89 | |
| HDMNetBackbone=ResNet-502026.01 | 17.82 | 18.7 | 16.18 | |
| FCPBackbone=Transformer2026.01 | 17.73 | 17.85 | 17.81 | |
| MGF-SAMBackbone=Transformer2026.01 | 15.81 | 21.09 | 23.54 | |
| SAMBackbone=Transformer2026.01 | 15.51 | 15.51 | 15.51 | |
| MatcherBackbone=Transformer2026.01 | 15.23 | 15.26 | — | |
| PFENetBackbone=ResNet-502026.01 | 11.6 | 11.06 | 11.13 | |
| NTRENet++Backbone=ResNet-502026.01 | 6.96 | 18.07 | 23.47 |