Cross-Domain Few-Shot Semantic Segmentation on PASCAL VOC DeepGlobe Target Source
59.17mIoUFSS-TIs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FSS-TIsBackbone=ResNet50, Shots=5-shot2025.09 | 59.17 | 3.29 | |
| IFABackbone=ResNet50, Shots=5-shot2025.09 | 57.73 | 4.16 | |
| DMTNetBackbone=ResNet50, Shots=5-shot2025.09 | 55.88 | 3.94 | |
| FSS-TIsBackbone=ResNet50, Shots=1-shot2025.09 | 55.08 | 3.75 | |
| ABCDFSSBackbone=ResNet50, Shots=5-shot2025.09 | 53.99 | 8.26 | |
| APM-MBackbone=ResNet50, Shots=5-shot2025.09 | 53.67 | 4.16 | |
| IFABackbone=ResNet50, Shots=1-shot2025.09 | 53.59 | 4.52 | |
| DR-AdapterBackbone=ResNet50, Shots=5-shot2025.09 | 52.67 | 4.02 | |
| DMTNetBackbone=ResNet50, Shots=1-shot2025.09 | 52.14 | 4.09 | |
| PMNetBackbone=ResNet50, Shots=5-shot2025.09 | 51.92 | 4.21 | |
| PATNetBackbone=ResNet50, Shots=5-shot2025.09 | 51.25 | 4.02 | |
| FSS-TIsBackbone=Vgg-16, Shots=5-shot2025.09 | 50.27 | 3.83 | |
| ABCDFSSBackbone=ResNet50, Shots=1-shot2025.09 | 50.16 | 8.43 | |
| APM-MBackbone=ResNet50, Shots=1-shot2025.09 | 49.57 | 4.62 | |
| DR-AdapterBackbone=ResNet50, Shots=1-shot2025.09 | 49.33 | 4.17 | |
| DMTNetBackbone=Vgg-16, Shots=5-shot2025.09 | 49.28 | 4.19 | |
| PMNetBackbone=ResNet50, Shots=1-shot2025.09 | 48.69 | 4.36 | |
| PATNetBackbone=ResNet50, Shots=1-shot2025.09 | 48.35 | 4.22 | |
| PATNetBackbone=Vgg-16, Shots=5-shot2025.09 | 47.17 | 4.37 | |
| FSS-TIsBackbone=Vgg-16, Shots=1-shot2025.09 | 45.19 | 3.92 | |
| DMTNetBackbone=Vgg-16, Shots=1-shot2025.09 | 41.87 | 4.33 | |
| PATNetBackbone=Vgg-16, Shots=1-shot2025.09 | 40.56 | 4.49 |