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Face Recognition

  1. summary image

    Towards Large-Pose Face Frontalization in the Wild

    Xi Yin, Xiang Yu, Kihyuk Sohn, Xiaoming Liu, Manmohan Chandraker

    Despite recent advances in face recognition using deep learning, severe accuracy drops are observed for large pose variations in unconstrained environments. Learning pose-invariant features is one solution, but needs expensively labeled large scale data and carefully designed feature learning algorithms. In this work, we focus on frontalizing faces in the ...

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    Keywords: Face Recognition, Face Reconstruction

2017

  • Disentangled Representation Learning GAN for Pose-Invariant Face Recognition
    Luan Tran, Xi Yin, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2017), Honolulu, HI, Jul. 2017 (Oral presentation)
    Bibtex | PDF
  • @inproceedings{ disentangled-representation-learning-gan-for-pose-invariant-face-recognition,
      author = { Luan Tran and Xi Yin and Xiaoming Liu },
      title = { Disentangled Representation Learning GAN for Pose-Invariant Face Recognition },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Honolulu, HI },
      month = { July },
      year = { 2017 },
    }

2015

  • Demographic Estimation from Face Images: Human vs. Machine Performance
    Hu Han, Charles Otto, Xiaoming Liu, Anil K. Jain
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 37, No. 6, pp.1148-1161, Jun. 2015
    Bibtex | PDF
  • @article{ demographic-estimation-from-face-images-human-vs-machine-performance,
      author = { Hu Han and Charles Otto and Xiaoming Liu and Anil K. Jain },
      title = { Demographic Estimation from Face Images: Human vs. Machine Performance },
      booktitle = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 37 },
      number = { 6 },
      month = { June },
      year = { 2015 },
      pages = { 1148--1161 },
    }

2011

  • Face Recognition at a Distance
    Frederick Wheeler, Xiaoming Liu, Peter Tu
    Handbook of Face Recognition, Stan Z. Li, Anil K. Jain, Eds., Springer-Verlag, 2011
    Bibtex
  • @incollection{ face-recognition-at-a-distance,
      author = { Frederick Wheeler and Xiaoming Liu and Peter Tu },
      title = { Face Recognition at a Distance },
      booktitle = { Handbook of Face Recognition },
      publisher = { Springer-Verlag },
      editor = { Stan Z. Li, Anil K. Jain },
      year = { 2011 },
      pages = { 353--381 },
    }

2010

  • Site-adaptation methods for face recognition
    Jilin Tu, Xiaoming Liu, Peter Tu
    Proc. 4th IEEE Biometrics: Theory, Applications and Systems (BTAS 2010), Arlington, Virginia, Sep. 2010
    Bibtex | PDF
  • @inproceedings{ site-adaptation-methods-for-face-recognition,
      author = { Jilin Tu and Xiaoming Liu and Peter Tu },
      title = { Site-adaptation methods for face recognition },
      booktitle = { Proc. 4th IEEE Biometrics: Theory, Applications and Systems },
      address = { Arlington, Virginia },
      month = { September },
      year = { 2010 },
    }

2009

  • On Optimizing Subspaces for Face Recognition
    Jilin Tu, Xiaoming Liu, Peter Tu
    Proc. International Conference on Computer Vision (ICCV 2009), Kyoto, Japan, Sep. 2009
    Bibtex | PDF
  • @inproceedings{ on-optimizing-subspaces-for-face-recognition,
      author = { Jilin Tu and Xiaoming Liu and Peter Tu },
      title = { On Optimizing Subspaces for Face Recognition },
      booktitle = { Proc. International Conference on Computer Vision },
      address = { Kyoto, Japan },
      month = { September },
      year = { 2009 },
    }

2007

  • Automatic Face Recognition from Skeletal Remains
    Peter Tu, Rebecca Book, Xiaoming Liu, Nils Krahnstoever, Carl Adrian, Phil Williams
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2007), Minneapolis, Minnesota, Jun. 2007
    Bibtex | PDF
  • @inproceedings{ automatic-face-recognition-from-skeletal-remains,
      author = { Peter Tu and Rebecca Book and Xiaoming Liu and Nils Krahnstoever and Carl Adrian and Phil Williams },
      title = { Automatic Face Recognition from Skeletal Remains },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Minneapolis, Minnesota },
      month = { June },
      year = { 2007 },
    }
  • Multi-Frame Super-Resolution for Face Recognition
    Frederick Wheeler, Xiaoming Liu, Peter Tu
    Proc. of IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS 2007), Washington D.C, USA, Sep. 2007
    Bibtex | PDF
  • @inproceedings{ multi-frame-super-resolution-for-face-recognition,
      author = { Frederick Wheeler and Xiaoming Liu and Peter Tu },
      title = { Multi-Frame Super-Resolution for Face Recognition },
      booktitle = { Proc. of IEEE Conference on Biometrics: Theory, Applications and Systems },
      address = { Washington D.C, USA },
      month = { September },
      year = { 2007 },
    }
  • Face Mosaicing for Pose Robust Video-Based Recognition
    Xiaoming Liu, Tsuhan Chen
    Proc. 8th Asian Conference on Computer Vision (ACCV 2007), Tokyo, Japan, Sep. 2007 (Acceptance rate 32%)
    Bibtex | PDF
  • @inproceedings{ face-mosaicing-for-pose-robust-video-based-recognition,
      author = { Xiaoming Liu and Tsuhan Chen },
      title = { Face Mosaicing for Pose Robust Video-Based Recognition },
      booktitle = { Proc. 8th Asian Conference on Computer Vision },
      address = { Tokyo, Japan },
      month = { September },
      year = { 2007 },
    }
  • Multi-Frame Image Restoration for Face Recognition
    Frederick Wheeler, Xiaoming Liu, Peter Tu, Ralph Hoctor
    Proc. IEEE Signal Processing Society Workshop on Signal Processing Applications for Public Security and Forensics (SAFE 2007), Washington, D.C., USA, Apr. 2007
    Bibtex | PDF
  • @inproceedings{ multi-frame-image-restoration-for-face-recognition,
      author = { Frederick Wheeler and Xiaoming Liu and Peter Tu and Ralph Hoctor },
      title = { Multi-Frame Image Restoration for Face Recognition },
      booktitle = { Proc. IEEE Signal Processing Society Workshop on Signal Processing Applications for Public Security and Forensics },
      address = { Washington, D.C., USA },
      month = { April },
      year = { 2007 },
    }

2006

  • Optimal Pose for Face Recognition
    Xiaoming Liu, Tsuhan Chen, Jens Rittscher
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2006), New York, New York, Jun. 2006
    Bibtex | PDF
  • @inproceedings{ optimal-pose-for-face-recognition,
      author = { Xiaoming Liu and Tsuhan Chen and Jens Rittscher },
      title = { Optimal Pose for Face Recognition },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { New York, New York },
      month = { June },
      year = { 2006 },
    }

2005

  • Pose-Robust Face Recognition Using Geometry Assisted Probabilistic Modeling
    Xiaoming Liu, Tsuhan Chen
    in Proceeding of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2005), San Diego, California, Jun. 2005
    Bibtex | PDF
  • @inproceedings{ pose-robust-face-recognition-using-geometry-assisted-probabilistic-modeling,
      author = { Xiaoming Liu and Tsuhan Chen },
      title = { Pose-Robust Face Recognition Using Geometry Assisted Probabilistic Modeling },
      booktitle = { in Proceeding of IEEE International Conference on Computer Vision and Pattern Recognition },
      address = { San Diego, California },
      month = { June },
      year = { 2005 },
    }

2004

  • Pose Robust Face Recognition Based on Mosaicing - An Example Usage of Face In Action (FIA) Database
    Xiaoming Liu, Tsuhan Chen
    Demo session of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2004), Washington, D.C., USA, Jun. 2004
    Bibtex
  • @inproceedings{ pose-robust-face-recognition-based-on-mosaicing-an-example-usage-of-face-in-action-fia-database,
      author = { Xiaoming Liu and Tsuhan Chen },
      title = { Pose Robust Face Recognition Based on Mosaicing - An Example Usage of Face In Action (FIA) Database },
      booktitle = { Demo session of the IEEE International Conference on Computer Vision and Pattern Recognition },
      address = { Washington, D.C., USA },
      month = { June },
      year = { 2004 },
    }

2003

  • Eigenspace Updating for Non-Stationary Process and Its Application to Face Recognition
    Xiaoming Liu, Tsuhan Chen, Susan Thornton
    Pattern Recognition, Vol. 36, No. 9, pp.1945-1959, Sep. 2003
    Bibtex | PDF
  • @article{ eigenspace-updating-for-non-stationary-process-and-its-application-to-face-recognition,
      author = { Xiaoming Liu and Tsuhan Chen and Susan Thornton },
      title = { Eigenspace Updating for Non-Stationary Process and Its Application to Face Recognition },
      booktitle = { Pattern Recognition },
      volume = { 36 },
      number = { 9 },
      month = { September },
      year = { 2003 },
      pages = { 1945--1959 },
    }
  • Face Authentication for Multiple Subjects Using Eigenflow
    Xiaoming Liu, Tsuhan Chen, B.V.K. Vijaya Kumar
    Pattern Recognition, Vol. 36, No. 2, pp.313-328, Feb. 2003
    Bibtex | PDF
  • @article{ face-authentication-for-multiple-subjects-using-eigenflow,
      author = { Xiaoming Liu and Tsuhan Chen and B.V.K. Vijaya Kumar },
      title = { Face Authentication for Multiple Subjects Using Eigenflow },
      booktitle = { Pattern Recognition },
      volume = { 36 },
      number = { 2 },
      month = { February },
      year = { 2003 },
      pages = { 313--328 },
    }
  • Video-Based Face Recognition Using Adaptive Hidden Markov Models
    Xiaoming Liu, Tsuhan Chen
    Proc. IEEE Computer Vision and Pattern Recognition (CVPR 2003), Madison, Wisconsin, Jun. 2003
    Bibtex | PDF
  • @inproceedings{ video-based-face-recognition-using-adaptive-hidden-markov-models,
      author = { Xiaoming Liu and Tsuhan Chen },
      title = { Video-Based Face Recognition Using Adaptive Hidden Markov Models },
      booktitle = { Proc. IEEE Computer Vision and Pattern Recognition },
      address = { Madison, Wisconsin },
      month = { June },
      year = { 2003 },
    }

2002

  • On Modeling Variations For Face Authentication
    Xiaoming Liu, Tsuhan Chen, B.V.K. Vijaya Kumar
    Proc. International Conference on Automatic Face and Gesture Recognition (FG 2002), Washington D.C., May. 2002
    Bibtex | PDF
  • @inproceedings{ on-modeling-variations-for-face-authentication,
      author = { Xiaoming Liu and Tsuhan Chen and B.V.K. Vijaya Kumar },
      title = { On Modeling Variations For Face Authentication },
      booktitle = { Proc. International Conference on Automatic Face and Gesture Recognition },
      address = { Washington D.C. },
      month = { May },
      year = { 2002 },
    }