Cross-Domain Few-Shot Semantic Segmentation on ISIC (Target) using DeepGlobe (Source)
55.13Mean mIoUFSS-TIs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FSS-TIsBackbone=ResNet50, Shots=5-shot2025.09 | 55.13 | 3.36 | |
| IFABackbone=ResNet50, Shots=5-shot2025.09 | 54.06 | 3.88 | |
| DMTNetBackbone=ResNet50, Shots=5-shot2025.09 | 53.33 | 3.78 | |
| ABCDFSSBackbone=ResNet50, Shots=5-shot2025.09 | 52.39 | 8.27 | |
| FSS-TIsBackbone=ResNet50, Shots=1-shot2025.09 | 51.82 | 3.52 | |
| PMNetBackbone=ResNet50, Shots=5-shot2025.09 | 50.67 | 3.74 | |
| PATNetBackbone=ResNet50, Shots=5-shot2025.09 | 48.47 | 3.62 | |
| IFABackbone=ResNet50, Shots=1-shot2025.09 | 48.37 | 3.92 | |
| DMTNetBackbone=ResNet50, Shots=1-shot2025.09 | 46.45 | 3.97 | |
| PMNetBackbone=ResNet50, Shots=1-shot2025.09 | 46.39 | 3.89 | |
| DR-AdapterBackbone=ResNet50, Shots=5-shot2025.09 | 45.92 | 3.63 | |
| APM-MBackbone=ResNet50, Shots=5-shot2025.09 | 45.38 | 3.44 | |
| ABCDFSSBackbone=ResNet50, Shots=1-shot2025.09 | 44.57 | 8.64 | |
| FSS-TIsBackbone=Vgg-16, Shots=5-shot2025.09 | 42.07 | 3.68 | |
| DMTNetBackbone=Vgg-16, Shots=5-shot2025.09 | 41.39 | 4.03 | |
| PATNetBackbone=Vgg-16, Shots=5-shot2025.09 | 40.73 | 4.07 | |
| APM-MBackbone=ResNet50, Shots=1-shot2025.09 | 39.97 | 3.73 | |
| PATNetBackbone=ResNet50, Shots=1-shot2025.09 | 39.38 | 3.94 | |
| FSS-TIsBackbone=Vgg-16, Shots=1-shot2025.09 | 39.03 | 3.91 | |
| DR-AdapterBackbone=ResNet50, Shots=1-shot2025.09 | 38.83 | 3.84 | |
| DMTNetBackbone=Vgg-16, Shots=1-shot2025.09 | 31.24 | 4.26 | |
| PATNetBackbone=Vgg-16, Shots=1-shot2025.09 | 30.94 | 4.19 |