Projects

  1. summary image

    Controllable and Guided Face Synthesis for Unconstrained Face Recognition

    Feng Liu, Minchul Kim, Anil Jain, Xiaoming Liu

    Although significant advances have been made in face recognition (FR), FR in unconstrained environments remains challenging due to the domain gap between the semi-constrained training datasets and unconstrained testing scenarios. To address this problem, we propose a controllable face synthesis model (CFSM) that can mimic the distribution of target datasets ...

    Continue reading

    Keywords: Face Recognition, Face Synthesis, Biometrics

  2. summary image

    Facial Forgery Detection

    Hao Dang*, Feng Liu*, Joel Stehouwer*, Xiaoming Liu, Anil Jain

    The prevalence of facial recognition, biometric unlock, and social media presents a significant opportunity for bad actors to introduce forged or manipulated images to spread false information or damage reputations. This is aided by the continuing improvement in realistic image synthesis and manipulation by generative adversarial network, GAN, based methods ...

    Continue reading

    Keywords: Image Manipulation, Low-level Vision, Database

Publications

2023

  • FaceGuard: A Self-Supervised Defense Against Adversarial Face Images
    Debayan Deb, Xiaoming Liu, Anil Jain
    In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG), Hawaii, USA, Jan. 2023
    Bibtex | PDF | arXiv
  • @inproceedings{ faceguard-a-self-supervised-defense-against-adversarial-face-images,
      author = { Debayan Deb and Xiaoming Liu and Anil Jain },
      title = { FaceGuard: A Self-Supervised Defense Against Adversarial Face Images },
      booktitle = { In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG) },
      address = { Hawaii, USA },
      month = { January },
      year = { 2023 },
    }
  • Unified Detection of Digital and Physical Face Attacks
    Debayan Deb, Xiaoming Liu, Anil Jain
    In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG), Hawaii, USA, Jan. 2023
    Bibtex | PDF | arXiv
  • @inproceedings{ unified-detection-of-digital-and-physical-face-attacks,
      author = { Debayan Deb and Xiaoming Liu and Anil Jain },
      title = { Unified Detection of Digital and Physical Face Attacks },
      booktitle = { In Proceedings of the 17th International Conference on Automatic Face and Gesture Recognition (FG) },
      address = { Hawaii, USA },
      month = { January },
      year = { 2023 },
    }

2022

  • Cluster and Aggregate: Face Recognition with Large Probe Set
    Minchul Kim, Feng Liu, Anil Jain, Xiaoming Liu
    In Proceeding of Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, LA, Dec. 2022
    Bibtex | arXiv
  • @inproceedings{ cluster-and-aggregate-face-recognition-with-large-probe-set,
      author = { Minchul Kim and Feng Liu and Anil Jain and Xiaoming Liu },
      title = { Cluster and Aggregate: Face Recognition with Large Probe Set },
      booktitle = { In Proceeding of Thirty-sixth Conference on Neural Information Processing Systems },
      address = { New Orleans, LA },
      month = { December },
      year = { 2022 },
    }
  • Controllable and Guided Face Synthesis for Unconstrained Face Recognition
    Feng Liu, Minchul Kim, Anil Jain, Xiaoming Liu
    In Proceeding of European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, Oct. 2022
    Bibtex | PDF | arXiv | Supplemental | Project Webpage | Code
  • @inproceedings{ controllable-and-guided-face-synthesis-for-unconstrained-face-recognition,
      author = { Feng Liu and Minchul Kim and Anil Jain and Xiaoming Liu },
      title = { Controllable and Guided Face Synthesis for Unconstrained Face Recognition },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Tel-Aviv, Israel },
      month = { October },
      year = { 2022 },
    }
  • Multi-domain Learning for Updating Face Anti-spoofing Models
    Xiao Guo, Yaojie Liu, Anil Jain, Xiaoming Liu
    In Proceeding of European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, Oct. 2022 (Oral presentation)
    Bibtex | PDF | arXiv | Supplemental | Code
  • @inproceedings{ multi-domain-learning-for-updating-face-anti-spoofing-models,
      author = { Xiao Guo and Yaojie Liu and Anil Jain and Xiaoming Liu },
      title = { Multi-domain Learning for Updating Face Anti-spoofing Models },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Tel-Aviv, Israel },
      month = { October },
      year = { 2022 },
    }

2021

  • Mitigating Face Recognition Bias via Group Adaptive Classifier
    Sixue Gong, Xiaoming Liu, Anil Jain
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun. 2021
    Bibtex | PDF | arXiv | Supplemental | Code
  • @inproceedings{ mitigating-face-recognition-bias-via-group-adaptive-classifier,
      author = { Sixue Gong and Xiaoming Liu and Anil Jain },
      title = { Mitigating Face Recognition Bias via Group Adaptive Classifier },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Nashville, TN },
      month = { June },
      year = { 2021 },
    }

2020

  • Jointly De-biasing Face Recognition and Demographic Attribute Estimation
    Sixue Gong, Xiaoming Liu, Anil Jain
    In Proceeding of European Conference on Computer Vision (ECCV 2020), Virtual, Aug. 2020
    Bibtex | PDF | arXiv | Supplemental | Code | Video
  • @inproceedings{ jointly-de-biasing-face-recognition-and-demographic-attribute-estimation,
      author = { Sixue Gong and Xiaoming Liu and Anil Jain },
      title = { Jointly De-biasing Face Recognition and Demographic Attribute Estimation },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Virtual },
      month = { August },
      year = { 2020 },
    }
  • On the Detection of Digital Face Manipulation
    Hao Dang*, Feng Liu*, Joel Stehouwer*, Xiaoming Liu, Anil Jain
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2020), Seattle, WA, Jun. 2020
    Bibtex | PDF | arXiv | Supplemental | Poster | Project Webpage | Code
  • @inproceedings{ on-the-detection-of-digital-face-manipulation,
      author = { Hao Dang* and Feng Liu* and Joel Stehouwer* and Xiaoming Liu and Anil Jain },
      title = { On the Detection of Digital Face Manipulation },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Seattle, WA },
      month = { June },
      year = { 2020 },
    }

2015

  • Demographic Estimation from Face Images: Human vs. Machine Performance
    Hu Han, Charles Otto, Xiaoming Liu, Anil 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 Jain },
      title = { Demographic Estimation from Face Images: Human vs. Machine Performance },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      volume = { 37 },
      number = { 6 },
      month = { June },
      year = { 2015 },
      pages = { 1148--1161 },
    }
  • Learning-based Ballistic Breech Face Impression Image Matching
    Joseph Roth, Andrew Carriveau, Xiaoming Liu, Anil Jain
    Proc. 7th IEEE Biometrics: Theory, Applications and Systems (BTAS 2015), Arlington, Virginia, Sep. 2015 (Oral Presentation)
    Bibtex | PDF
  • @inproceedings{ learning-based-ballistic-breech-face-impression-image-matching,
      author = { Joseph Roth and Andrew Carriveau and Xiaoming Liu and Anil Jain },
      title = { Learning-based Ballistic Breech Face Impression Image Matching },
      booktitle = { Proc. 7th IEEE Biometrics: Theory, Applications and Systems },
      address = { Arlington, Virginia },
      month = { September },
      year = { 2015 },
    }