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Deepfake

  1. summary image

    Proactive Image Manipulation Detection

    Vishal Asnani, Xi Yin, Tal Hassner, Sijia Liu, Xiaoming Liu

    Image manipulation detection algorithms are often trained to discriminate between images manipulated with particular Generative Models (GMs) and genuine/real images, yet generalize poorly to images manipulated with GMs unseen in the training. Conventional detection algorithms receive an input image passively. By contrast, we propose a proactive scheme to image ...

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    Keywords: Deepfake, Image Forgery

  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 ...

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    Keywords: Deepfake, Image forgery

2022

  • Proactive Image Manipulation Detection
    Vishal Asnani, Xi Yin, Tal Hassner, Sijia Liu, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, LA, Jun. 2022
    Bibtex | PDF | arXiv | Supplemental | Project Webpage | Code
  • @inproceedings{ proactive-image-manipulation-detection,
      author = { Vishal Asnani and Xi Yin and Tal Hassner and Sijia Liu and Xiaoming Liu },
      title = { Proactive Image Manipulation Detection },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { New Orleans, LA },
      month = { June },
      year = { 2022 },
    }

2021

  • Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images
    Vishal Asnani, Xi Yin, Tal Hassner, Xiaoming Liu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, , Apr. 2021 (Under Review)
    Bibtex | PDF | arXiv | Code | Dataset
  • @article{ reverse-engineering-of-generative-models-inferring-model-hyperparameters-from-generated-images,
      author = { Vishal Asnani and Xi Yin and Tal Hassner and Xiaoming Liu },
      title = { Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images },
      journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
      month = { April },
      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

  • 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 },
    }