Semantic Segmentation on SynthiaSF
34.28mIoUDeepLabv3+ + OmniISR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeepLabv3+ + OmniISRRemark=ResNet18 (Backbone), Setting=Centralized, OmniISR=✓2026.05 | 34.28 | 39.13 | 42.74 | 37.6 | |
| DeepLabv3+Remark=ResNet18 (Backbone), Setting=Centralized, OmniISR=✗2026.05 | 33.28 | 37.27 | 38.98 | 36.45 | |
| DeepLabv3+ + OmniISRRemark=ResNet18 (Backbone), Setting=Federated, OmniISR=✓2026.05 | 29.03 | 34.9 | 41.12 | 32.92 | |
| TopFormer + OmniISRRemark=Normal Transformer, Setting=Centralized, OmniISR=✓2026.05 | 28.7 | 34.04 | 37.22 | 33.2 | |
| TopFormerRemark=Normal Transformer, Setting=Centralized, OmniISR=✗2026.05 | 28.37 | 33.75 | 36.97 | 32.99 | |
| DeepLabv3+Remark=ResNet18 (Backbone), Setting=Federated, OmniISR=✗2026.05 | 26.65 | 31.94 | 40.3 | 30.46 | |
| SeaFormerRemark=Axial Transformer, Setting=Centralized, OmniISR=✗2026.05 | 24.74 | 29.7 | 32.68 | 29.19 | |
| SeaFormer + OmniISRRemark=Axial Transformer, Setting=Centralized, OmniISR=✓2026.05 | 24.2 | 29.23 | 32.2 | 29 | |
| TopFormer + OmniISRRemark=Normal Transformer, Setting=Federated, OmniISR=✓2026.05 | 21.63 | 26.98 | 31.8 | 25.81 | |
| TopFormerRemark=Normal Transformer, Setting=Federated, OmniISR=✗2026.05 | 21.6 | 26.88 | 32.22 | 26.71 | |
| SeaFormer + OmniISRRemark=Axial Transformer, Setting=Federated, OmniISR=✓2026.05 | 18.43 | 23.2 | 28.33 | 22.88 | |
| SeaFormerRemark=Axial Transformer, Setting=Federated, OmniISR=✗2026.05 | 16.29 | 21.05 | 28.98 | 21.29 |