Surface Defect Detection on GC10-Det (train/test)
1,064.89Training Time (s)DPBP (Proposed)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DPBP (Proposed)Number of devices (N)=20, Communication rounds (K)=300, Participation rate (q)=1, Bandwidth (B)=30 MHz, Model size (W)=20 MB, Local epochs (E)=52026.05 | 1,064.89 | — | 0.4648 | |
| SPNumber of devices (N)=20, Communication rounds (K)=300, Participation rate (q)=1, Bandwidth (B)=30 MHz, Model size (W)=20 MB, Local epochs (E)=52026.05 | 1,281.25 | — | 1.546 | |
| CANumber of devices (N)=20, Communication rounds (K)=300, Participation rate (q)=1, Bandwidth (B)=30 MHz, Model size (W)=20 MB, Local epochs (E)=52026.05 | 1,781.31 | — | 4.0434 | |
| UniformNumber of devices (N)=20, Communication rounds (K)=300, Participation rate (q)=1, Bandwidth (B)=30 MHz, Model size (W)=20 MB, Local epochs (E)=52026.05 | 1,839.46 | — | 4.3549 |