Projects

  1. 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 ...

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    Keywords: Deepfake, Image forgery

Publications

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 },
    }
  • FaceGuard: A Self-Supervised Defense Against Adversarial Face Images
    Debayan Deb, Xiaoming Liu, Anil Jain
    arXiv preprint, Apr. 2021
    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 = { arXiv preprint },
      address = { },
      month = { April },
      year = { 2021 },
    }
  • Unified Detection of Digital and Physical Face Attacks
    Debayan Deb, Xiaoming Liu, Anil Jain
    arXiv preprint, Apr. 2021
    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 = { arXiv preprint },
      address = { },
      month = { April },
      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 },
    }