1. 

   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

2. 

   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: Image Manipulation, Low-level Vision, Database

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 },
}
• Hierarchical Fine-Grained Image Forgery Detection and Localization
  Xiao Guo, Xiaohong Liu, Zhiyuan Ren, Steven Grosz, Iacopo Masi, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada, Jun. 2023
  Bibtex | PDF | arXiv | Supplemental | Code
@inproceedings{ hierarchical-fine-grained-image-forgery-detection-and-localization,
  author = { Xiao Guo and Xiaohong Liu and Zhiyuan Ren and Steven Grosz and Iacopo Masi and Xiaoming Liu },
  title = { Hierarchical Fine-Grained Image Forgery Detection and Localization },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Vancouver, Canada },
  month = { June },
  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 },
}
• 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

• PSSC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization
  Xiaohong Liu, Yaojie Liu, Jun Chen, Xiaoming Liu
  IEEE Transactions on Circuits and Systems for Video Technology, , Jul. 2022 (in press)
  Bibtex | PDF | arXiv | Code
@article{ pssc-net-progressive-spatio-channel-correlation-network-for-image-manipulation-detection-and-localization,
  author = { Xiaohong Liu and Yaojie Liu and Jun Chen and Xiaoming Liu },
  title = { PSSC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization },
  journal = { IEEE Transactions on Circuits and Systems for Video Technology },
  month = { July },
  year = { 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 },
}

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 },
}