Image Classification on PACS (Efficiency and Cost Tracking)
3.75Efficiency Score (E)DriftGuard
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DriftGuardBackbone=cResNet-M2026.03 | 3.75 | 60 | 0.16 | |
| DriftGuardBackbone=cViT-M2026.03 | 3.47 | 59 | 0.17 | |
| PFL-AveTrigBackbone=cViT-M2026.03 | 2.68 | 59 | 0.22 | |
| PFL-perDeviceBackbone=cViT-M2026.03 | 2.5 | 55 | 0.22 | |
| FCL-perDeviceBackbone=cViT-M2026.03 | 2.19 | 57 | 0.26 | |
| FCL-AveTrigBackbone=cViT-M2026.03 | 2.03 | 59 | 0.29 | |
| PFL-perDeviceBackbone=cResNet-M2026.03 | 1.62 | 60 | 0.37 | |
| Cluster-basedBackbone=cResNet-M2026.03 | 1.4 | 60 | 0.43 | |
| PFL-AveTrigBackbone=cResNet-M2026.03 | 1.28 | 60 | 0.47 | |
| FCL-perDeviceBackbone=cResNet-M2026.03 | 1.25 | 60 | 0.48 | |
| Cluster-basedBackbone=cViT-M2026.03 | 1.22 | 49 | 0.4 | |
| FCL-AveTrigBackbone=cResNet-M2026.03 | 1.11 | 60 | 0.54 |