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 },
    }
  • ProMark: Proactive Diffusion Watermarking for Causal Attribution
    Vishal Asnani, John Collomosse, Tu Bui, Xiaoming Liu, Shruti Agarwal
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, Jun. 2024
    Bibtex | PDF | arXiv | Supplemental
    • @inproceedings{ promark-proactive-diffusion-watermarking-for-causal-attribution,
      author = { Vishal Asnani and John Collomosse and Tu Bui and Xiaoming Liu and Shruti Agarwal },
      title = { ProMark: Proactive Diffusion Watermarking for Causal Attribution },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Seattle, WA },
      month = { June },
      year = { 2024 },
    }

2023

  • 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, , Jul. 2023 (in press)
    Bibtex | PDF | arXiv | Supplemental | 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 = { July },
      year = { 2023 },
    }
  • PrObeD: Proactive Object Detection Wrapper
    Vishal Asnani, Abhinav Kumar, Suya You, Xiaoming Liu
    In Proceeding of Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023), New Orleans, LA, Dec. 2023
    Bibtex | PDF | arXiv | Supplemental | Code
    • @inproceedings{ probed-proactive-object-detection-wrapper,
      author = { Vishal Asnani and Abhinav Kumar and Suya You and Xiaoming Liu },
      title = { PrObeD: Proactive Object Detection Wrapper },
      booktitle = { In Proceeding of Thirty-seventh Conference on Neural Information Processing Systems },
      address = { New Orleans, LA },
      month = { December },
      year = { 2023 },
    }
  • MaLP: Manipulation Localization Using a Proactive Scheme
    Vishal Asnani, Xi Yin, Tal Hassner, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada, Jun. 2023
    Bibtex | PDF | Supplemental | Code
    • @inproceedings{ malp-manipulation-localization-using-a-proactive-scheme,
      author = { Vishal Asnani and Xi Yin and Tal Hassner and Xiaoming Liu },
      title = { MaLP: Manipulation Localization Using a Proactive Scheme },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Vancouver, Canada },
      month = { June },
      year = { 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 },
    }