Research Article
Driver Distraction Detection Method Based on Continuous Head Pose Estimation
Table 4
Verification results for all deep learning models on AFLW2000 with 1,968 images.
| ā | Classification and regression | Only regression |
| Model | Yaw | Pitch | Roll | MAE | Yaw | Pitch | Roll | MAE | Alexnet | 27.16 | 14.95 | 16.28 | 19.47 | 28.22 | 15.60 | 17.14 | 20.32 | HPE_Resnet18 | 4.96 | 8.57 | 9.23 | 7.59 | 26.90 | 14.31 | 15.42 | 18.88 | HPE_Resnet34 | 4.80 | 7.01 | 8.00 | 6.60 | 26.04 | 13.62 | 13.40 | 17.69 | HPE_Resnet50 | 4.16 | 6.57 | 7.75 | 6.17 | 23.05 | 12.75 | 9.29 | 15.03 |
|
|