Table 11 Results for the Ablation analysis for the contribution of each component.
Model Variant | Accuracy (%) | F1-Score | AUC | MCC | Kappa | Communication Cost (MB) | Computation Time (min) |
|---|---|---|---|---|---|---|---|
EfficientNet-B0 | 98.1 | 0.98 | 0.99 | 0.98 | 0.98 | 20.17 | 25 |
FedPer + EfficientNet-B0 (Without LoRA) | 98.86 | 0.99 | 1 | 0.98 | 0.98 | 15.29 | 55 |
LoRA + EfficientNet-B0 (Without FedPer) | 72.5 | 0.68 | 0.81 | 0.56 | 0.55 | 5.2 | 25 |
Proposed FedPer-B0 (FedPer + LoRA + EfficientNet-B0) | 78.54 | 0.76 | 0.9 | 0.4 | 0.41 | 2.53 | 45 |
EfficientNet-B2 | 99.38 | 0.99 | 1 | 0.99 | 0.98 | 34.75 | 30 |
FedPer + EfficientNet-B2 (Without LoRA) | 99.24 | 0.99 | 1 | 0.99 | 0.99 | 29.38 | 75 |
LoRA + EfficientNet-B2 (Without FedPer) | 74.83 | 0.7 | 0.83 | 0.59 | 0.58 | 6.75 | 25 |
Proposed FedPer-B2 (FedPer + LoRA + EfficientNet-B2) | 98.67 | 0.99 | 0.99 | 0.69 | 0.7 | 4.12 | 50 |
