Publications

Book Chapters

  1. Advances, Challenges, and Opportunities in Automatic Facial Expression Recognition. pdf bibtex link B. Martinez, M.F. Valstar. In Advances in Face Detection and Facial Image Analysis, 2016.
    @incollection{martinez_book15,
      author      = "B. Martinez, M.F. Valstar",
      title       = "Advances, Challenges, and Opportunities in Automatic Facial Expression Recognition",
      editor      = "M. Kawulok, E. Celebi, B. Smolka",
      booktitle   = "Advances in Face Detection and Facial Image Analysis",
      publisher   = "Springer",
      pages = "63 -- 100",
      year = "2016",
      url = {http://www.springer.com/us/book/9783319259567}
    }

Journals

  1. A Functional Regression approach to Facial Landmark Tracking. bibtex E. Sánchez-Lozano and G. Tzimiropoulos and B. Martinez and F. de la Torre and M. Valstar. In IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017.
    @ARTICLE{2017tpami, 
    author={E. Sánchez-Lozano and G. Tzimiropoulos and B. Martinez and F. de la Torre and M. Valstar}, 
    journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
    title={A Functional Regression approach to Facial Landmark Tracking}, 
    year={2017}
    }
  2. Automatic Analysis of Facial Actions: A Survey. bibtex B. Martinez and M. F. Valstar and B. Jiang and M. Pantic. In IEEE Transactions on Affective Computing, 2017.
    @ARTICLE{2017tac, 
    author={B. Martinez and M. F. Valstar and B. Jiang and M. Pantic}, 
    journal={IEEE Transactions on Affective Computing}, 
    title={Automatic Analysis of Facial Actions: A Survey}, 
    year={2017}
    }
  3. L21-based regression and prediction accumulation across views for robust facial landmark detection. pdf bibtex link code B. Martinez and M. Valstar. In Image and Vision Computing, vol. 47, 2016.
    @article{martinez_300W,
       author = {B. Martinez and M. Valstar},
       title = {L21-based regression and prediction accumulation across views
    for robust facial landmark detection},
       journal = {Image and Vision Computing},
       volume = {47}, 
       year = {2016}, 
      pages = {36–44},
       url = {http://dx.doi.org/10.1016/j.imavis.2015.09.003}
    }
    
  4. The Automatic Detection of Chronic Pain-Related Expression: Requirements, Challenges and the Multimodal EmoPain Dataset. pdf bibtex link M.S.H. Aung, S. Kaltwang, B. Romera-Paredes, B. Martinez, A. Singh, M. Cella, M.F. Valstar, H. Meng, A. Kemp, M. Shafizadeh, A.C. Elkins, N. Kanakam, A. de Rothschild, N. Tyler, P.J. Watson, A.C. de C. Williams, M. Pantic and N. Bianchi-Berthouze. In Transactions on Affective Computing, vol. 7, number 4, 2016.
    @article{TAC2016,
      author    = {M.S.H.  Aung, S. Kaltwang,  B. Romera-Paredes, B. Martinez, A. Singh, M. Cella, M.F. Valstar, H. Meng, A. Kemp, M. Shafizadeh, A.C. Elkins, N. Kanakam, A. de Rothschild, N. Tyler, P.J. Watson, A.C. de C. Williams, M. Pantic and N. Bianchi-Berthouze},
    year={2016}, 
    volume={7}, 
    number={4}, 
    pages={435-451}, 
      title     = {The Automatic Detection of Chronic Pain-Related Expression: Requirements, Challenges and the Multimodal EmoPain Dataset},
      journal = {Transactions on Affective Computing},
      url = "http://ieeexplore.ieee.org/document/7173007/"
    }
    
  5. Cascaded Regression with Sparsified Feature Covariance Matrix for Facial Landmark Detection. bibtex link E. Sanchez-Lozano, B. Martinez and M. Valstar. In Pattern Recognition Letters, vol. 73, 2016.
    @article{sanchez_prl,
       author = {E. Sanchez-Lozano, B. Martinez and M. Valstar}, 
       title = {Cascaded Regression with Sparsified Feature Covariance Matrix for Facial Landmark Detection}, 
       journal = {Pattern Recognition Letters},
       volume = {73},
       year = {2016},
       pages = {19--25},
       url = {http://www.sciencedirect.com/science/article/pii/S0167865515004006}
    }
    
    
    
  6. Empirical Analysis of Cascade Deformable Models for Multi-view Face Detection. pdf bibtex link code J. Orozco, B. Martinez and M. Pantic. In Image and Vision Computing, vol. 42, 2015.
    @article{orzoco15,
       author = {J. Orozco, B. Martinez and M. Pantic}, 
       title = {Empirical Analysis of Cascade Deformable Models for Multi-view Face Detection},
       journal = {Image and Vision Computing},
       volume = {42}, 
       pages = {47--61},
       year = {2015},
       url = {http://www.sciencedirect.com/science/article/pii/S0262885615000967}
    }
  7. Facial landmarking for in-the-wild images with local inference based on global appearance. bibtex link B. Martinez and M. Pantic. In Image and Vision Computing, vol. 36, 2015.
    @article{martinez15,
    	title={Facial landmarking for in-the-wild images with local inference based on global appearance},
    	author={B. Martinez and  M. Pantic},
            journal = {Image and Vision Computing},
    	year={2015},
    	volume = {36}, 
           pages = {40-50},
           url = {http://www.sciencedirect.com/science/article/pii/S0262885615000116}
    }
  8. A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modelling. pdf bibtex link B. Jiang, M. F. Valstar, B. Martinez and M. Pantic. In IEEE Transactions on Cybernetics, vol. 44, number 2, 2014.
    @article{JiangEtAl13,
        author = {B. Jiang, M. F. Valstar, B. Martinez and M. Pantic},
        journal = {IEEE Transactions on Cybernetics},
        volume = {44},
        number = {2},
        pages = {161--174},
        title = {A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modelling},
        year = {2014},
        url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6504484}
    }
  9. Local Evidence Aggregation for Regression-Based Facial Point Detection. pdf bibtex B. Martinez, M. Valstar, X. Binefa and M. Pantic. In IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 35, number 5, 2013.
    @article{Martinez13,
      author    = {B. Martinez, M. Valstar, X. Binefa and M. Pantic},
      title     = {Local Evidence Aggregation for Regression-Based Facial Point
                   Detection},
      journal   = {IEEE Trans. Pattern Analysis and Machine Intelligence},
      volume    = {35},
      number    = {5},
      year      = {2013},
      pages     = {1149-1163},
    }
  10. The MAHNOB Laughter Database. pdf bibtex S. Petridis, B. Martinez and M. Pantic. In Image and Vision Computing Journal, vol. 31, number 2, 2013.
    @article{mahnob_laughter_db,
        author = {S. Petridis, B. Martinez and M. Pantic},
        pages = {186--202},
        journal = {Image and Vision Computing Journal},
        number = {2},
        title = {The MAHNOB Laughter Database},
        volume = {31},
        year = {2013},
    }
  11. DLIG: Direct Local Indirect Global Alignment for Video Mosaicing. pdf bibtex M. Vivet, B. Martinez and X. Binefa. In Circuits and Systems for Video Technology, IEEE Transactions on, vol. 21, number 12, 2011.
    @article{BraisDLIG,
        author = {M. Vivet, B. Martinez and X. Binefa},
        pages = {1869--1878},
        journal = {Circuits and Systems for Video Technology, IEEE Transactions on},
        month = {dec.},
        number = {12},
        title = {DLIG: Direct Local Indirect Global Alignment for Video Mosaicing},
        volume = {21},
        year = {2011},
    }
  12. Piecewise affine kernel tracking for non-planar targets. bibtex B. Martinez and X. Binefa. In Pattern Recognition, vol. 41, number 12, 2008.
    @article{journals/pr/MartinezB08,
        author = {B. Martinez and X. Binefa},
        pages = {3682--3691},
        journal = {Pattern Recognition},
        number = {12},
        title = {Piecewise affine kernel tracking for non-planar targets},
        volume = {41},
        year = {2008},
    }

Selected Conferences

  1. Cascaded Continuous Regression for Real-time Incremental Face Tracking. bibtex E. Sánchez-Lozano,, B. Martinez, G. Tzimiropoulos and M.F. Valstar. In European Conference on Computer Vision, 2016.
    @inproceedings{sanchez16,
      author    = {E. Sánchez-Lozano,, B. Martinez, G. Tzimiropoulos and M.F. Valstar},
      title     = {Cascaded Continuous Regression for Real-time Incremental Face Tracking},
      booktitle = {European Conference on Computer Vision},
      year      = {2016}
    }
  2. Learning to transfer: transferring latent task structures and its application to person-specific facial action unit detection. pdf bibtex T. Almaev, B. Martinez and M.F. Valstar. In IEEE International Conference on Computer Vision, 2015.
    @inproceedings{almaev15,
      author    = {T. Almaev, B. Martinez and M.F. Valstar},
      title     = {Learning to transfer: transferring latent task structures and its application to person-specific facial action unit detection},
      booktitle = {IEEE International Conference on Computer Vision},
      year      = {2015}
    }
  3. TRIC-track: Tracking by Regression with Incrementally Learned Cascades. pdf bibtex X. Wang, M.F. Valstar, B. Martinez, H.M. Khan and T.P. Pridmore. In IEEE International Conference on Computer Vision, 2015.
    @inproceedings{wang15,
      author    = {X. Wang, M.F. Valstar, B. Martinez, H.M. Khan and T.P. Pridmore},
      title     = {TRIC-track: Tracking by Regression with Incrementally Learned Cascades},
      booktitle = {IEEE International Conference on Computer Vision},
      year      = {2015}
    }
  4. The Visual Object Tracking VOT2015 challenge results. pdf bibtex M. Kristan, J. Matas, A. Leonardis, M. Felsberg, L. Čehovin, G. Fernandez, T. Vojir, G. Häger, G. Nebehay, R. Pflugfelder, A. Gupta, A. Bibi, A. Lukežič, A. Garcia-Martin, A. Saffari, A. Petrosino, A. Solis Montero, A. Varfolomieiev, A. Baskurt, B. Zhao, B. Ghanem, B. Martinez et al. In Int'l Conf. on Computer Vision Workshops, 2015.
    @inproceedings{Kristan2015a,
    	author = {M. Kristan, J. Matas, A. Leonardis, M. Felsberg, L. Čehovin, G. Fernandez, T. Vojir, G. Häger, G. Nebehay, R. Pflugfelder, A. Gupta, A. Bibi, A. Lukežič, A. Garcia-Martin, A. Saffari, A. Petrosino, A. Solis Montero, A. Varfolomieiev, A. Baskurt, B. Zhao, B. Ghanem, B. Martinez et al.},
            booktitle = {Int'l Conf. on Computer Vision Workshops},
    	title = {The Visual Object Tracking VOT2015 challenge results},
    	year = {2015}
    }
    
  5. Parametric temporal alignment for the detection of facial action temporal segments. pdf bibtex B. Jiang and B. Martinez and M. Pantic. In British Machine Vision Conference, 2014.
    @inproceedings{JiangBMVC2014,
        author = {B. Jiang and B. Martinez and M. Pantic},
        booktitle = {British Machine Vision Conference},
        title = {Parametric temporal alignment for the detection of facial action temporal segments},
        year = {2014},
    }
  6. Decision Level Fusion of Domain Specific Regions for Facial Action Recognition. pdf bibtex B. Jiang, B. Martinez, M. Valstar and M. Pantic. In IEEE International Conference on Pattern Recognition, 2014.
    @inproceedings{JiangICPR2014,
        author = {B. Jiang, B. Martinez, M. Valstar and M. Pantic},
        booktitle = {IEEE International Conference on Pattern Recognition},
        title = {Decision Level Fusion of Domain Specific Regions for Facial Action Recognition},
        year = {2014},
    }
  7. Facial Point Detection using Boosted Regression and Graph Models. pdf bibtex M. F. Valstar, B. Martinez, X. Binefa and M. Pantic. In Proceedings of IEEE Int'l Conf. Computer Vision and Pattern Recognition, 2010.
    @inproceedings{Valstar2010fpdub,
        author = {M. F. Valstar, B. Martinez, X. Binefa and M. Pantic},
        pages = {2729--2736},
        booktitle = {Proceedings of IEEE Int'l Conf. Computer Vision and Pattern Recognition},
        title = {Facial Point Detection using Boosted Regression and Graph Models},
        year = {2010},
    }
  8. Facial Component Detection in Thermal Imagery. pdf bibtex B. Martinez, X. Binefa and M. Pantic. In Proceedings of IEEE Int'l Conf. Computer Vision and Pattern Recognition (CVPR-W), vol. 3, 2010.
    @inproceedings{Martinez2010fcdit,
        author = {B. Martinez, X. Binefa and M. Pantic},
        pages = {48--54},
        booktitle = {Proceedings of IEEE Int'l Conf. Computer Vision and Pattern Recognition (CVPR-W)},
        title = {Facial Component Detection in Thermal Imagery},
        volume = {3},
        year = {2010},
    }