Semantic Segmentation on ISIC Target Dataset, PASCAL VOC Source
55.26mIoUFSS-TIs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FSS-TIsBackbone=ResNet50, Shot=5-shot2025.09 | 55.26 | 3.29 | |
| PMNetBackbone=ResNet50, Shot=5-shot2025.09 | 54.5 | 3.32 | |
| IFABackbone=ResNet50, Shot=5-shot2025.09 | 54.21 | 3.93 | |
| DMTNetBackbone=ResNet50, Shot=5-shot2025.09 | 54.01 | 3.24 | |
| PATNetBackbone=ResNet50, Shot=5-shot2025.09 | 53.58 | 3.74 | |
| ABCDFSSBackbone=ResNet50, Shot=5-shot2025.09 | 52.39 | 8.27 | |
| FSS-TIsBackbone=ResNet50, Shot=1-shot2025.09 | 51.94 | 3.49 | |
| PMNetBackbone=ResNet50, Shot=1-shot2025.09 | 51.2 | 3.84 | |
| APM-MBackbone=ResNet50, Shot=5-shot2025.09 | 50.68 | 3.22 | |
| IFABackbone=ResNet50, Shot=1-shot2025.09 | 48.66 | 3.97 | |
| DR-AdapterBackbone=ResNet50, Shot=5-shot2025.09 | 46.86 | 3.87 | |
| DMTNetBackbone=ResNet50, Shot=1-shot2025.09 | 46.66 | 3.75 | |
| ABCDFSSBackbone=ResNet50, Shot=1-shot2025.09 | 44.57 | 8.64 | |
| FSS-TIsBackbone=Vgg-16, Shot=5-shot2025.09 | 42.14 | 3.75 | |
| PATNetBackbone=ResNet50, Shot=1-shot2025.09 | 41.16 | 3.95 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2025.09 | 41.09 | 4.02 | |
| APM-MBackbone=ResNet50, Shot=1-shot2025.09 | 41.07 | 3.51 | |
| DR-AdapterBackbone=ResNet50, Shot=1-shot2025.09 | 40.13 | 3.89 | |
| DMTNetBackbone=Vgg-16, Shot=5-shot2025.09 | 40.04 | 4.11 | |
| FSS-TIsBackbone=Vgg-16, Shot=1-shot2025.09 | 38.69 | 3.73 | |
| DMTNetBackbone=Vgg-16, Shot=1-shot2025.09 | 33.27 | 4.14 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2025.09 | 31.93 | 4.21 |