Multi-conditional Latent Variable Model for Joint Facial Action Unit Detection

@article{Eleftheriadis2015MulticonditionalLV,
  title={Multi-conditional Latent Variable Model for Joint Facial Action Unit Detection},
  author={Stefanos Eleftheriadis and Ognjen Rudovic and Maja Pantic},
  journal={2015 IEEE International Conference on Computer Vision (ICCV)},
  year={2015},
  pages={3792-3800}
}
We propose a novel multi-conditional latent variable model for simultaneous facial feature fusion and detection of facial action units. In our approach we exploit the structure-discovery capabilities of generative models such as Gaussian processes, and the discriminative power of classifiers such as logistic function. This leads to superior performance compared to existing classifiers for the target task that exploit either the discriminative or generative property, but not both. The model… CONTINUE READING
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