Table 12 Comparative analysis with recent works.
Model | Dataset | ACC (%) | PR (%) | RC (%) | F1 (%) |
---|---|---|---|---|---|
ResNet50 V2 + LightGBM31 | IDC | 95.00 | 94.86 | 94.32 | 94.57 |
ESAE-Net30 | BreakHis | 98.05 | 97.85 | 98.05 | 97.95 |
GARL-Net32 | BreakHis/BACH | 99.49 | 99.00 | 99.40 | 99.20 |
EfficientNet-b033 | INbreast | 99.70 | 99.65 | 99.70 | 99.67 |
FabNet27 | Colon/Breast | 96.00 | 95.50 | 95.80 | 95.65 |
Proposed AlexNet-GRU-HOA | BreakHis/BACH | 99.60 | 98.80 | 98.90 | 98.80 |