Semantic Segmentation on Cityscapes (mIoU, F1, Precision, Recall)
50.49mIoUDeepLabv3+ + OmniISR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeepLabv3+ + OmniISRRemark=ResNet18 (Backbone), Setting=Centralized, OmniISR=✓2026.05 | 50.49 | 59.7 | 65 | 57.82 | |
| DeepLabv3+Remark=ResNet18 (Backbone), Setting=Centralized, OmniISR=✗2026.05 | 47.91 | 56.31 | 59.99 | 55.58 | |
| DeepLabv3+ + OmniISRRemark=ResNet18 (Backbone), Setting=Federated, OmniISR=✓2026.05 | 47.78 | 56.28 | 59.64 | 55.64 | |
| DeepLabv3+Remark=ResNet18 (Backbone), Setting=Federated, OmniISR=✗2026.05 | 43.76 | 50.4 | 51.54 | 50.77 | |
| TopFormer + OmniISRRemark=Normal Transformer, Setting=Centralized, OmniISR=✓2026.05 | 34.28 | 39.96 | 40.41 | 40.6 | |
| TopFormerRemark=Normal Transformer, Setting=Centralized, OmniISR=✗2026.05 | 32.76 | 37.64 | 36.92 | 39.24 | |
| TopFormer + OmniISRRemark=Normal Transformer, Setting=Federated, OmniISR=✓2026.05 | 32.33 | 37.24 | 36.75 | 38.43 | |
| TopFormerRemark=Normal Transformer, Setting=Federated, OmniISR=✗2026.05 | 32.29 | 37.23 | 36.84 | 38.35 | |
| SeaFormer + OmniISRRemark=Axial Transformer, Setting=Centralized, OmniISR=✓2026.05 | 29.82 | 34.19 | 33.8 | 35.45 | |
| SeaFormer + OmniISRRemark=Axial Transformer, Setting=Federated, OmniISR=✓2026.05 | 29.77 | 34.18 | 33.84 | 35.39 | |
| SeaFormerRemark=Axial Transformer, Setting=Centralized, OmniISR=✗2026.05 | 27.4 | 30.99 | 30.55 | 32.14 | |
| SeaFormerRemark=Axial Transformer, Setting=Federated, OmniISR=✗2026.05 | 27.32 | 30.95 | 32.78 | 31.85 |