DeepFake

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 },
}
• Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization
  Xiao Guo, Xiaohong Liu, Iacopo Masi, Xiaoming Liu
  International Journal of Computer Vision (IJCV 2024), Dec. 2024
  Bibtex
@inproceedings{ language-guided-hierarchical-fine-grained-image-forgery-detection-and-localization,
  author = { Xiao Guo and Xiaohong Liu and Iacopo Masi and Xiaoming Liu },
  title = { Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization },
  booktitle = { International Journal of Computer Vision },
  address = { },
  month = { December },
  year = { 2024 },
}
• On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection
  Xiufeng Song, Xiao Guo, Xiaohong Liu, Jiache Zhang, Qirui Li, Lei Bai, Xiaoming Liu, Guangtao Zhai
  Proceeding of Thirty-eighth Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, Dec. 2024
  Bibtex
@inproceedings{ on-learning-multi-modal-forgery-representation-for-diffusion-generated-video-detection,
  author = { Xiufeng Song and Xiao Guo and Xiaohong Liu and Jiache Zhang and Qirui Li and Lei Bai and Xiaoming Liu and Guangtao Zhai },
  title = { On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection },
  booktitle = { Proceeding of Thirty-eighth Conference on Neural Information Processing Systems },
  address = { Vancouver, Canada },
  month = { December },
  year = { 2024 },
}
• Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network
  Xiao Guo, Vishal Asnani, Sijia Liu, Xiaoming Liu
  Proceeding of Thirty-eighth Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, Dec. 2024
  Bibtex | PDF | 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 = { Proceeding of Thirty-eighth Conference on Neural Information Processing Systems },
  address = { Vancouver, Canada },
  month = { December },
  year = { 2024 },
}
• Unified Physical-Digital Face Attack Detection
  Hao Fang*, Ajian Liu*, Haocheng Yuan, Junze Zheng, Dingheng Zeng, Yanhong Liu, Jiankang Deng, Sergio Escalera, Xiaoming Liu, Jun Wan, Zhen Lei
  In Proceeding of the Thirty-third International Joint Conference on Artificial Intelligence (IJCAI 2024), Jeju, South Korea, Aug. 2024
  Bibtex | PDF | arXiv
@article{ unified-physical-digital-face-attack-detection,
  author = { Hao Fang* and Ajian Liu* and Haocheng Yuan and Junze Zheng and Dingheng Zeng and Yanhong Liu and Jiankang Deng and Sergio Escalera and Xiaoming Liu and Jun Wan and Zhen Lei },
  title = { Unified Physical-Digital Face Attack Detection },
  journal = { In Proceeding of the Thirty-third International Joint Conference on Artificial Intelligence (IJCAI 2024) },
  month = { August },
  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 },
}
• 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 },
}
• 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

• 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 },
}