Few-shot Semantic Segmentation on PASCAL-5^i (4-fold cross-validation)
71.3mIoU (Fold 0)DifFSS (HDMNet)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DifFSS (HDMNet)Backbone=ResNet-50, Shot=1-shot2023.07 | 71.3 | 75.5 | 69.7 | 64.3 | 70.2 | |
| HDMNetBackbone=ResNet-50, Shot=1-shot2023.07 | 71 | 75.4 | 68.9 | 62.1 | 69.4 | |
| DifFSS (BAM)Backbone=ResNet-50, Shot=1-shot2023.07 | 69.9 | 74.6 | 68.2 | 64.4 | 69.3 | |
| DifFSS (CyCTR)Backbone=ResNet-50, Shot=1-shot2023.07 | 69.8 | 71.5 | 59 | 64.4 | 66.2 | |
| BAMBackbone=ResNet-50, Shot=1-shot2023.07 | 69 | 73.6 | 67.6 | 61.1 | 67.8 | |
| DCAMABackbone=ResNet-50, Shot=1-shot2023.07 | 67.5 | 72.3 | 59.6 | 59 | 64.6 | |
| CyCTRBackbone=ResNet-50, Shot=1-shot2023.07 | 65.7 | 71 | 59.5 | 59.7 | 64 | |
| HSNetBackbone=ResNet-50, Shot=1-shot2023.07 | 64.3 | 70.7 | 60.3 | 60.5 | 64 | |
| PFENetBackbone=ResNet-50, Shot=1-shot2023.07 | 61.7 | 69.5 | 55.4 | 56.3 | 60.8 | |
| SD-AANetBackbone=ResNet-50, Shot=1-shot2023.07 | 60.9 | 70.8 | 58.4 | 57.3 | 61.9 | |
| SSPBackbone=ResNet-50, Shot=1-shot2023.07 | 60.5 | 67.8 | 66.4 | 51 | 61.4 |