Projects

  1. summary image

    Face Anti-spoofing, Face Presentation Attack Detection

    Yaojie Liu, Jeol Stehouwer, Amin Jourabloo, Yousef Atoum, Xiaoming Liu

    Biometrics utilize physiological, such as fingerprint, face, and iris, or behavioral characteristics, such as typing rhythm and gait, to uniquely identify or authenticate an individual. As biometric systems are widely used in real-world applications including mobile phone authentication and access control, biometric spoof, or Presentation Attack (PA) are becoming a ...

    Continue reading

    Keywords: Face antispoofing

  2. summary image

    Generic Object Sensor and Spoof Noise Classification, Modeling, and Synthesis

    Joel Stehouwer, Amin Jourabloo, Yaojie Liu, Xiaoming Liu

    Biometric recognition is increasingly used in commercial and high-security settings. Because of this, the threat of spoofing techniques, the act of presenting a fake biometric object to a sensor, is a large concern. Recent research has focused on face, fingerprint, and iris anti-spoofing. However, no other research attempts to use ...

    Continue reading

    Keywords: Anti-Spoofing, Noise Synthesis

Publications

2022

  • Spoof Trace Disentanglement for Generic Face Anti-Spoofing
    Yaojie Liu, Xiaoming Liu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, , May. 2022
    Bibtex | PDF | arXiv | Project Webpage
  • @article{ spoof-trace-disentanglement-for-generic-face-anti-spoofing,
      author = { Yaojie Liu and Xiaoming Liu },
      title = { Spoof Trace Disentanglement for Generic Face Anti-Spoofing },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      month = { May },
      year = { 2022 },
    }

2021

  • PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization
    Xiaohong Liu, Yaojie Liu, Jun Chen, Xiaoming Liu
    arXiv preprint, Mar. 2021
    Bibtex | PDF | arXiv
  • @inproceedings{ pscc-net-progressive-spatio-channel-correlation-network-for-image-manipulation-detection-and-localization,
      author = { Xiaohong Liu and Yaojie Liu and Jun Chen and Xiaoming Liu },
      title = { PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization },
      booktitle = { arXiv preprint },
      address = { },
      month = { March },
      year = { 2021 },
    }

2020

  • On Disentangling Spoof Traces for Generic Face Anti-Spoofing
    Yaojie Liu, Joel Stehouwer, Xiaoming Liu
    In Proceeding of European Conference on Computer Vision (ECCV 2020), Virtual, Aug. 2020
    Bibtex | PDF | arXiv | Project Webpage | Code | Video
  • @inproceedings{ on-disentangling-spoof-traces-for-generic-face-anti-spoofing,
      author = { Yaojie Liu and Joel Stehouwer and Xiaoming Liu },
      title = { On Disentangling Spoof Traces for Generic Face Anti-Spoofing },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Virtual },
      month = { August },
      year = { 2020 },
    }
  • Noise Modeling, Synthesis and Classification for Generic Object Anti-Spoofing
    Joel Stehouwer, Amin Jourabloo, Yaojie Liu, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2020), Seattle, WA, Jun. 2020
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ noise-modeling-synthesis-and-classification-for-generic-object-anti-spoofing,
      author = { Joel Stehouwer and Amin Jourabloo and Yaojie Liu and Xiaoming Liu },
      title = { Noise Modeling, Synthesis and Classification for Generic Object Anti-Spoofing },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Seattle, WA },
      month = { June },
      year = { 2020 },
    }

2019

  • Presentation Attack Detection for Face in Mobile Phones
    Yaojie Liu, Joel Stehouwer, Amin Jourabloo, Yousef Atoum, Xiaoming Liu
    Selfie Biometrics, Ajita Rattani, Reza Derakhshani and Arun Ross, Eds., Springer, 2019
    Bibtex | PDF | Project Webpage
  • @incollection{ presentation-attack-detection-for-face-in-mobile-phones,
      author = { Yaojie Liu and Joel Stehouwer and Amin Jourabloo and Yousef Atoum and Xiaoming Liu },
      title = { Presentation Attack Detection for Face in Mobile Phones },
      in book chapter of = { Selfie Biometrics },
      publisher = { Springer },
      editor = { Ajita Rattani, Reza Derakhshani and Arun Ross },
      year = { 2019 },
    }
  • Deep Tree Learning for Zero-shot Face Anti-Spoofing
    Yaojie Liu, Joel Stehouwer, Amin Jourabloo, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019 (Oral Presentation, Best Paper Award Finalist)
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code | Video
  • @inproceedings{ deep-tree-learning-for-zero-shot-face-anti-spoofing,
      author = { Yaojie Liu and Joel Stehouwer and Amin Jourabloo and Xiaoming Liu },
      title = { Deep Tree Learning for Zero-shot Face Anti-Spoofing },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Long Beach, CA },
      month = { June },
      year = { 2019 },
    }

2018

  • Face De-Spoofing: Anti-Spoofing via Noise Modeling
    Amin Jourabloo*, Yaojie Liu*, Xiaoming Liu
    Proc. European Conference on Computer Vision (ECCV 2018), Munich, Germany, Sep. 2018
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ face-de-spoofing-anti-spoofing-via-noise-modeling,
      author = { Amin Jourabloo* and Yaojie Liu* and Xiaoming Liu },
      title = { Face De-Spoofing: Anti-Spoofing via Noise Modeling },
      booktitle = { Proc. European Conference on Computer Vision },
      address = { Munich, Germany },
      month = { September },
      year = { 2018 },
    }
  • Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision
    Yaojie Liu*, Amin Jourabloo*, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ learning-deep-models-for-face-anti-spoofing-binary-or-auxiliary-supervision,
      author = { Yaojie Liu* and Amin Jourabloo* and Xiaoming Liu },
      title = { Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Salt Lake City, UT },
      month = { June },
      year = { 2018 },
    }

2017

  • Dense Face Alignment
    Yaojie Liu, Amin Jourabloo, William Ren, Xiaoming Liu
    In Proceeding of International Conference on Computer Vision Workshops (ICCVW 2017), Venice, Italy, Oct. 2017
    Bibtex | PDF | arXiv | Poster | Project Webpage | Code
  • @inproceedings{ dense-face-alignment,
      author = { Yaojie Liu and Amin Jourabloo and William Ren and Xiaoming Liu },
      title = { Dense Face Alignment },
      booktitle = { In Proceeding of International Conference on Computer Vision Workshops },
      address = { Venice, Italy },
      month = { October },
      year = { 2017 },
    }
  • Face Anti-Spoofing Using Patch and Depth-based CNNs
    Yousef Atoum, Yaojie Liu, Amin Jourabloo, Xiaoming Liu
    In Proceeding of International Joint Conference on Biometrics (IJCB 2017), Denver, CO, Oct. 2017
    Bibtex | PDF | Poster | Project Webpage
  • @inproceedings{ face-anti-spoofing-using-patch-and-depth-based-cnns,
      author = { Yousef Atoum and Yaojie Liu and Amin Jourabloo and Xiaoming Liu },
      title = { Face Anti-Spoofing Using Patch and Depth-based CNNs },
      booktitle = { In Proceeding of International Joint Conference on Biometrics },
      address = { Denver, CO },
      month = { October },
      year = { 2017 },
    }