An Effective Deep Network for Head Pose Estimation without Keypoints Topics: Deep Learning and Neural Networks; Motion Tracking and Action Recognition In Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods ICPRAM - Volume 1, 90-98, 2022