Table 14 Shows ablation experiment results.
Model configuration | Channel–spatial attention module | Fine-tuning module via AGTO | Accuracy (%) | |||
|---|---|---|---|---|---|---|
FER-2013 | CK+ | KDEF | Own dataset | |||
ResNet-50 | False | False | 65.3 | 78.5 | 72.4 | 77.5 |
ResNet-50 + CBAM | True | False | 68.7 | 82.1 | 75.6 | 80.6 |
ResNet-50 + CBAM +  3D CNN | True | False | 81.9 | 86.3 | 83.2 | 82.3 |
ResNet-50 + CBAM  + 3D CNN + AGTO | True | True | 95.57 | 97.29 | 98.35 | 98.09 |
