Cross-Domain Few-Shot Semantic Segmentation on FSS-1000 (Target) using DeepGlobe (Source)
82.61mIoU MeanFSS-TIs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FSS-TIsBackbone=ResNet50, Shots=5-shot2025.09 | 82.61 | 0.74 | |
| DMTNetBackbone=ResNet50, Shots=5-shot2025.09 | 80.36 | 0.91 | |
| IFABackbone=ResNet50, Shots=5-shot2025.09 | 80.25 | 0.96 | |
| PATNetBackbone=ResNet50, Shots=5-shot2025.09 | 79.37 | 1.32 | |
| FSS-TIsBackbone=ResNet50, Shots=1-shot2025.09 | 79.19 | 0.96 | |
| PMNetBackbone=ResNet50, Shots=5-shot2025.09 | 79.04 | 1.18 | |
| DR-AdapterBackbone=ResNet50, Shots=5-shot2025.09 | 78.38 | 1.17 | |
| DMTNetBackbone=ResNet50, Shots=1-shot2025.09 | 77.56 | 1.18 | |
| IFABackbone=ResNet50, Shots=1-shot2025.09 | 77.51 | 1.24 | |
| PMNetBackbone=ResNet50, Shots=1-shot2025.09 | 76.94 | 1.27 | |
| ABCDFSSBackbone=ResNet50, Shots=5-shot2025.09 | 76.2 | 4.79 | |
| APM-MBackbone=ResNet50, Shots=5-shot2025.09 | 76.11 | 1.08 | |
| PATNetBackbone=ResNet50, Shots=1-shot2025.09 | 76.02 | 1.46 | |
| DR-AdapterBackbone=ResNet50, Shots=1-shot2025.09 | 74.63 | 1.25 | |
| ABCDFSSBackbone=ResNet50, Shots=1-shot2025.09 | 74.6 | 4.84 | |
| APM-MBackbone=ResNet50, Shots=1-shot2025.09 | 74.03 | 1.23 | |
| FSS-TIsBackbone=Vgg-16, Shots=5-shot2025.09 | 73.86 | 0.83 | |
| PATNetBackbone=Vgg-16, Shots=5-shot2025.09 | 73.02 | 1.18 | |
| DMTNetBackbone=Vgg-16, Shots=5-shot2025.09 | 72.21 | 0.96 | |
| FSS-TIsBackbone=Vgg-16, Shots=1-shot2025.09 | 69.78 | 0.94 | |
| DMTNetBackbone=Vgg-16, Shots=1-shot2025.09 | 69.29 | 1.04 | |
| PATNetBackbone=Vgg-16, Shots=1-shot2025.09 | 68.86 | 1.31 |