Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
Comparison with baseline models.
| Model architecture | Training method |
Accuracy (%) | Parameters | Convergence | Privacy |
|---|---|---|---|---|---|
| CNN (Non-Attention) | Centralized | 94.25 | 85 | 15 | No |
| CNN (Non-Attention) | Federated | 93.80 | 85 | 20 | Yes |
| Attention-CNN | Centralized | 97.20 | 120 | 15 | No |
| Attention-CNN (Ours) | Federated | 96.56 | 120 | 20 | Yes |
