Projects

  1. summary image

    Feature Transfer Learning for Deep Face Recognition with Long-Tail Data

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

    Real-world face recognition datasets exhibit long-tail characteristics, which results in biased classifiers in conventionally-trained deep neural networks, or insufficient data when long-tail classes are ignored. In this paper, we propose to handle long-tail classes in the training of a face recognition engine by augmenting their feature space under a center-based ...

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    Keywords: Face Recognition

  2. 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

Publications

2018

  • Feature Transfer Learning for Deep Face Recognition with Long-Tail Data
    Xi Yin, Xiang Yu, Kihyuk Sohn, Xiaoming Liu, Manmohan Chandraker
    arXiv, Jun. 2018
    Bibtex | arXiv | Project Webpage
  • @inproceedings{ feature-transfer-learning-for-deep-face-recognition-with-long-tail-data,
      author = { Xi Yin and Xiang Yu and Kihyuk Sohn and Xiaoming Liu and Manmohan Chandraker },
      title = { Feature Transfer Learning for Deep Face Recognition with Long-Tail Data },
      booktitle = { arXiv },
      address = { },
      month = { June },
      year = { 2018 },
    }
  • Joint Pixel and Feature-level Domain Adaptation in the Wild
    Luan Tran, Kihyuk Sohn, Xiang Yu, Xiaoming Liu, Manmohan Chandraker
    arXiv, Jun. 2018
    Bibtex | arXiv
  • @inproceedings{ joint-pixel-and-feature-level-domain-adaptation-in-the-wild,
      author = { Luan Tran and Kihyuk Sohn and Xiang Yu and Xiaoming Liu and Manmohan Chandraker },
      title = { Joint Pixel and Feature-level Domain Adaptation in the Wild },
      booktitle = { arXiv },
      address = { },
      month = { June },
      year = { 2018 },
    }

2017

  • Towards Large-Pose Face Frontalization in the Wild
    Xi Yin, Xiang Yu, Kihyuk Sohn, Xiaoming Liu, Manmohan Chandraker
    In Proceeding of International Conference on Computer Vision (ICCV 2017), Venice, Italy, Oct. 2017
    Bibtex | PDF | arXiv | Project Webpage
  • @inproceedings{ towards-large-pose-face-frontalization-in-the-wild,
      author = { Xi Yin and Xiang Yu and Kihyuk Sohn and Xiaoming Liu and Manmohan Chandraker },
      title = { Towards Large-Pose Face Frontalization in the Wild },
      booktitle = { In Proceeding of International Conference on Computer Vision },
      address = { Venice, Italy },
      month = { October },
      year = { 2017 },
    }