Semantic Segmentation on DeepGlobe Target Dataset PASCAL VOC Source
54.73mIoUFSS-TIs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FSS-TIsBackbone=ResNet50, Shot=5-shot2025.09 | 54.73 | 3.22 | |
| IFABackbone=ResNet50, Shot=5-shot2025.09 | 51.73 | 4.16 | |
| DMTNetBackbone=ResNet50, Shot=5-shot2025.09 | 49.33 | 4.13 | |
| DR-AdapterBackbone=ResNet50, Shot=5-shot2025.09 | 47.46 | 4.39 | |
| ABCDFSSBackbone=ResNet50, Shot=5-shot2025.09 | 47.09 | 8.2 | |
| FSS-TIsBackbone=ResNet50, Shot=1-shot2025.09 | 46.52 | 3.88 | |
| FSS-TIsBackbone=Vgg-16, Shot=5-shot2025.09 | 46.41 | 3.68 | |
| DMTNetBackbone=Vgg-16, Shot=5-shot2025.09 | 45.53 | 4.46 | |
| IFABackbone=ResNet50, Shot=1-shot2025.09 | 43.96 | 4.79 | |
| APM-MBackbone=ResNet50, Shot=5-shot2025.09 | 43.89 | 4.02 | |
| PATNetBackbone=ResNet50, Shot=5-shot2025.09 | 42.97 | 3.92 | |
| DMTNetBackbone=ResNet50, Shot=1-shot2025.09 | 42.11 | 4.22 | |
| ABCDFSSBackbone=ResNet50, Shot=1-shot2025.09 | 41.68 | 8.69 | |
| PMNetBackbone=ResNet50, Shot=5-shot2025.09 | 41.6 | 4.23 | |
| DR-AdapterBackbone=ResNet50, Shot=1-shot2025.09 | 40.62 | 4.53 | |
| APM-MBackbone=ResNet50, Shot=1-shot2025.09 | 40.08 | 4.32 | |
| FSS-TIsBackbone=Vgg-16, Shot=1-shot2025.09 | 38.76 | 3.47 | |
| PATNetBackbone=ResNet50, Shot=1-shot2025.09 | 37.89 | 4.12 | |
| PMNetBackbone=ResNet50, Shot=1-shot2025.09 | 37.1 | 4.45 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2025.09 | 34.13 | 4.32 | |
| DMTNetBackbone=Vgg-16, Shot=1-shot2025.09 | 33.89 | 4.72 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2025.09 | 28.55 | 4.49 |