Facial Landmark Detection by Deep Multi-task Learning

@inproceedings{Zhang2014FacialLD,
  title={Facial Landmark Detection by Deep Multi-task Learning},
  author={Zhanpeng Zhang and Ping Luo and Chen Change Loy and Xiaoou Tang},
  booktitle={ECCV},
  year={2014}
}
Facial landmark detection has long been impeded by the problems of occlusion and pose variation. Instead of treating the detection task as a single and independent problem, we investigate the possibility of improving detection robustness through multi-task learning. Specifically, we wish to optimize facial landmark detection together with heterogeneous but subtly correlated tasks, e.g.head pose estimation and facial attribute inference. This is non-trivial since different tasks have different… CONTINUE READING
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