Projects

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    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: Image Manipulation, Low-level Vision

Publications

2024

  • Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks
    Yuguang Yao, Xiao Guo, Vishal Asnani, Yifan Gong, Jiancheng Liu, Xue Lin, Xiaoming Liu, Sijia Liu
    Foundations and Trends in Privacy and Security, , Jan. 2024
    Bibtex | PDF
    • @article{ reverse-engineering-of-deceptions-on-machine-and-human-centric-attacks,
      author = { Yuguang Yao and Xiao Guo and Vishal Asnani and Yifan Gong and Jiancheng Liu and Xue Lin and Xiaoming Liu and Sijia Liu },
      title = { Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks },
      journal = { Foundations and Trends in Privacy and Security },
      month = { January },
      year = { 2024 },
    }

2023

  • Tracing hyperparameter dependencies for model parsing via learnable graph pooling network
    Xiao Guo, Vishal Asnani, Sijia Liu, Xiaoming Liu
    arxiv, Dec. 2023
    Bibtex | arXiv
    • @inproceedings{ tracing-hyperparameter-dependencies-for-model-parsing-via-learnable-graph-pooling-network,
      author = { Xiao Guo and Vishal Asnani and Sijia Liu and Xiaoming Liu },
      title = { Tracing hyperparameter dependencies for model parsing via learnable graph pooling network },
      booktitle = { arxiv },
      address = { },
      month = { December },
      year = { 2023 },
    }

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 },
    }
  • Reverse Engineering of Imperceptible Adversarial Image Perturbations
    Yifan Gong, Yuguang Yao, Yize Li, Yimeng Zhang, Xiaoming Liu, Xue Lin, Sijia Liu
    In Proceeding of The International Conference on Learning Representations (ICLR 2022), Virtual, Apr. 2022
    Bibtex | PDF
    • @inproceedings{ reverse-engineering-of-imperceptible-adversarial-image-perturbations,
      author = { Yifan Gong and Yuguang Yao and Yize Li and Yimeng Zhang and Xiaoming Liu and Xue Lin and Sijia Liu },
      title = { Reverse Engineering of Imperceptible Adversarial Image Perturbations },
      booktitle = { In Proceeding of The International Conference on Learning Representations },
      address = { Virtual },
      month = { April },
      year = { 2022 },
    }