Projects

Publications

2026

  • FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition
    Jie Zhu, Xiao Guo, Yiyang Su, Anil Jain, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2026), Denver CO, Jun. 2026
    Bibtex
  • @inproceedings{ fusionagent-a-multimodal-agent-with-dynamic-model-selection-for-human-recognition,
      author = { Jie Zhu and Xiao Guo and Yiyang Su and Anil Jain and Xiaoming Liu },
      title = { FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Denver CO },
      month = { June },
      year = { 2026 },
    }
  • Deepfake-Agent: Aggregating Semantic Forgery Clues for Generalizable Detection
    Xiao Guo, Yue Zhang, Mohit Bansal, Xiaoming Liu
    In Proceeding of Findings of IEEE Computer Vision and Pattern Recognition (CVPR-F 2026), Denver CO, Jun. 2026
    Bibtex
  • @inproceedings{ deepfake-agent-aggregating-semantic-forgery-clues-for-generalizable-detection,
      author = { Xiao Guo and Yue Zhang and Mohit Bansal and Xiaoming Liu },
      title = { Deepfake-Agent: Aggregating Semantic Forgery Clues for Generalizable Detection },
      booktitle = { In Proceeding of Findings of IEEE Computer Vision and Pattern Recognition },
      address = { Denver CO },
      month = { June },
      year = { 2026 },
    }
  • Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP
    Xiao Guo, Zhimin Chen, Carlos D. Castillo, Hongcheng Wang, Xiaoming Liu.
    In Proceeding of Winter Conference on Applications of Computer Vision (WACV 2026), Tucson, Arizona, Mar. 2026
    Bibtex
  • @inproceedings{ sea-clip-mining-semantic-aware-representations-for-few-shot-anomaly-detection-with-clip,
      author = { Xiao Guo and Zhimin Chen and Carlos D. Castillo and Hongcheng Wang and Xiaoming Liu. },
      title = { Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP },
      booktitle = { In Proceeding of Winter Conference on Applications of Computer Vision },
      address = { Tucson, Arizona },
      month = { March },
      year = { 2026 },
    }
  • TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head Deepfake Detection
    Xinqi Xiong, Prakrut Patel, Qingyuan Fan, Amisha Wadhwa, Sarathy Selvam, Xiao Guo, Luchao Qi, Xiaoming Liu, Roni Sengupta.
    In Proceeding of Winter Conference on Applications of Computer Vision (WACV 2026), Tucson, Arizona, Mar. 2026
    Bibtex
  • @inproceedings{ talkingheadbench-a-multi-modal-benchmark-analysis-of-talking-head-deepfake-detection,
      author = { Xinqi Xiong and Prakrut Patel and Qingyuan Fan and Amisha Wadhwa and Sarathy Selvam and Xiao Guo and Luchao Qi and Xiaoming Liu and Roni Sengupta. },
      title = { TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head Deepfake Detection },
      booktitle = { In Proceeding of Winter Conference on Applications of Computer Vision },
      address = { Tucson, Arizona },
      month = { March },
      year = { 2026 },
    }
  • On the Holistic Approach for Detecting Human Image Forgery
    Xiao Guo, Jie Zhu, Anil Jain, Xiaoming Liu.
    arXiv, Jan. 2026 (Under-review)
    Bibtex | arXiv
  • @inproceedings{ on-the-holistic-approach-for-detecting-human-image-forgery,
      author = { Xiao Guo and Jie Zhu and Anil Jain and Xiaoming Liu. },
      title = { On the Holistic Approach for Detecting Human Image Forgery },
      booktitle = { arXiv },
      address = { },
      month = { January },
      year = { 2026 },
    }

2025

  • Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
    Xiao Guo, Xiufeng Song, Yue Zhang, Xiaohong Liu, Xiaoming Liu
    In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2025), Nashville, TN, Jun. 2025 (Oral presentation)
    Bibtex | arXiv
  • @inproceedings{ rethinking-vision-language-model-in-face-forensics-multi-modal-interpretable-forged-face-detector,
      author = { Xiao Guo and Xiufeng Song and Yue Zhang and Xiaohong Liu and Xiaoming Liu },
      title = { Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector },
      booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
      address = { Nashville, TN },
      month = { June },
      year = { 2025 },
    }
  • Benchmarking unified face attack detection via hierarchical prompt tuning
    Ajian Liu, Haocheng Yuan, Xiao Guo, Hui Ma, Wanyi Zhuang, Changtao Miao, Yan Hong, Chuanbiao Song, Jun Lan, Qi Chu, Tao Gong, Yanyan Liang, Weiqiang Wang, Jun Wan, Xiaoming Liu, Zhen Lei.
    arXiv, May. 2025
    Bibtex | arXiv
  • @inproceedings{ benchmarking-unified-face-attack-detection-via-hierarchical-prompt-tuning,
      author = { Ajian Liu and Haocheng Yuan and Xiao Guo and Hui Ma and Wanyi Zhuang and Changtao Miao and Yan Hong and Chuanbiao Song and Jun Lan and Qi Chu and Tao Gong and Yanyan Liang and Weiqiang Wang and Jun Wan and Xiaoming Liu and Zhen Lei. },
      title = { Benchmarking unified face attack detection via hierarchical prompt tuning },
      booktitle = { arXiv },
      address = { },
      month = { May },
      year = { 2025 },
    }

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 | PDF | Code
  • @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 | PDF | arXiv
  • @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 },
    }
  • Dense-face: Personalized face generation model via dense annotation prediction
    Xiao Guo, Manh Tran, Jiaxin Cheng, Xiaoming Liu.
    arXiv, Dec. 2024
    Bibtex | arXiv
  • @inproceedings{ dense-face-personalized-face-generation-model-via-dense-annotation-prediction,
      author = { Xiao Guo and Manh Tran and Jiaxin Cheng and Xiaoming Liu. },
      title = { Dense-face: Personalized face generation model via dense annotation prediction },
      booktitle = { arXiv },
      address = { },
      month = { December },
      year = { 2024 },
    }
  • Towards Effective User Attribution for Latent Diffusion Models via Watermark-Informed Blending
    Yongyang Pan, Xiaohong Liu, Siqi Luo, Yi Xin, Xiao Guo, Xiaoming Liu, Xiongkuo Min, Guangtao Zhai.
    arXiv, Sep. 2024
    Bibtex | arXiv
  • @inproceedings{ towards-effective-user-attribution-for-latent-diffusion-models-via-watermark-informed-blending,
      author = { Yongyang Pan and Xiaohong Liu and Siqi Luo and Yi Xin and Xiao Guo and Xiaoming Liu and Xiongkuo Min and Guangtao Zhai. },
      title = { Towards Effective User Attribution for Latent Diffusion Models via Watermark-Informed Blending },
      booktitle = { arXiv },
      address = { },
      month = { September },
      year = { 2024 },
    }

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 },
    }

2022

  • Multi-domain Learning for Updating Face Anti-spoofing Models
    Xiao Guo, Yaojie Liu, Anil Jain, Xiaoming Liu
    In Proceeding of European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, Oct. 2022 (Oral presentation)
    Bibtex | PDF | arXiv | Supplemental | Code
  • @inproceedings{ multi-domain-learning-for-updating-face-anti-spoofing-models,
      author = { Xiao Guo and Yaojie Liu and Anil Jain and Xiaoming Liu },
      title = { Multi-domain Learning for Updating Face Anti-spoofing Models },
      booktitle = { In Proceeding of European Conference on Computer Vision },
      address = { Tel-Aviv, Israel },
      month = { October },
      year = { 2022 },
    }