Transfer learning to account for idiosyncrasy in face and body expressions

@article{RomeraParedes2013TransferLT,
  title={Transfer learning to account for idiosyncrasy in face and body expressions},
  author={Bernardino Romera-Paredes and M. S. Hane Aung and Massimiliano Pontil and Nadia Bianchi-Berthouze and Amanda C. de C. Williams and Paul J. Watson},
  journal={2013 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG)},
  year={2013},
  pages={1-6}
}
In this paper we investigate the use of the Transfer Learning (TL) framework to extract the commonalities across a set of subjects and also to learn the way each individual instantiates these commonalities to model idiosyncrasy. To implement this we apply three variants of Multi Task Learning, namely: Regularized Multi Task Learning (RMTL), Multi Task Feature Learning (MTFL) and Composite Multi Task Feature Learning (CMTFL). Two datasets are used; the first is a set of point based facial… CONTINUE READING
Highly Cited
This paper has 38 citations. REVIEW CITATIONS

From This Paper

Topics from this paper.

Citations

Publications citing this paper.
Showing 1-10 of 22 extracted citations

A survey of transfer learning

Journal of Big Data • 2016
View 3 Excerpts
Highly Influenced

Selective Transfer Machine for Personalized Facial Expression Analysis

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2017
View 1 Excerpt

Continuous pain related behavior recognition from muscle activity and body movements

2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) • 2016
View 1 Excerpt

Leveraging Multi-Modal Sensing for Mobile Health: A Case Review in Chronic Pain

IEEE Journal of Selected Topics in Signal Processing • 2016
View 1 Excerpt

References

Publications referenced by this paper.
Showing 1-10 of 27 references

Fully Automatic Recognition of the Temporal Phases of Facial Actions

IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) • 2012
View 1 Excerpt

A Survey on Transfer Learning

IEEE Transactions on Knowledge and Data Engineering • 2010
View 1 Excerpt

Similar Papers

Loading similar papers…