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代表性学术论文

  • Decheng Liu（刘德成）, Zongqi Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao. Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations, Thirty-Nineth AAAI Conference on Artificial Intelligence (AAAI), 2025. (CCF A，顶级国际会议)

  • Decheng Liu（刘德成）, Tao Chen, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao. Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024. [Code][Paper] (CCF A，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Xijun Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao.  Adv-Diffusion: Imperceptible Adversarial Face Identity Attack via Latent Diffusion Model, Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024. (CCF A，顶级国际会议)

  • Decheng Liu（刘德成）, Xinbo Gao, Chunlei Peng, Nannan Wang, Jie Li. Universal Heterogeneous Face Analysis via Multi-Domain Feature Disentanglement, IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 19, pp. 735-747, 2024. (CCF A，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Rong Sheng, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao. Devil in Shadow: Attacking NIR-VIS Heterogeneous Face Recognition via Adversarial Shadow​​​​​. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT),  2024. [Code][Paper] (CCF B，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Zhan Dang, Chunlei Peng, Yu Zheng, Shuang Li, Nannan Wang, Xinbo Gao. FedForgery: Generalized Face Forgery Detection with Residual Federated Learning. IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 18, pp. 4272-4284, 2023. [Code][Paper] (CCF A，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Zeyang Zheng, Chunlei Peng, Yukai Wang, Nannan Wang, Xinbo Gao. Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues. IEEE Transactions on Multimedia (IEEE TMM), vol. 26, pp. 2894-2905, 2023.  [Code][Paper] (CAAI A/ CCF B，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Weizhao Yang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao.  Modality-agnostic Augmented Multi-Collaboration Representation for Semi-supervised Heterogenous Face Recognition, ACM International Conference on Multimedia (ACM MM), 2023. [Code][Paper] (CCF A，顶级国际会议)

  • Zhigang Su, Dawei Zhou, Nannan Wang*, Decheng Liu（刘德成）*, Zhen Wang, Xinbo Gao. Hiding Visual Information via Obfuscating Adversarial Perturbations, International Conference on Computer Vision (ICCV), 2023. [Code][Paper] (CCF A，顶级国际会议)

  • Decheng Liu（刘德成）, Xinbo Gao, Chunlei Peng, Nannan Wang and Jie Li. Heterogeneous Face Interpretable Disentangled Representation for Joint Face Recognition and Synthesis. IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), vol. 33 (10), pp. 5611-5625, 2022. (CAAI A/ CCF B，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Xinbo Gao, Nannan Wang, Chunlei Peng, Jie Li. Iterative local re-ranking with attribute guided synthesis for face sketch recognition, Pattern Recognition (PR), 2021. (CAA A/ CCF B，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Xinbo Gao, Nannan Wang, Jie Li, Chunlei Peng. Coupled attribute learning for heterogeneous face recognition, IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020. (CAAI A/ CCF B，中科院一区Top期刊)

  • Decheng Liu（刘德成）, Nannan Wang, Chunlei Peng, Jie Li, and Xinbo Gao. Deep Attribute Guided Representation for Heterogeneous Face Recognition. In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), Stockholm, Sweden, 2018. (CCF A，顶级国际会议)

近五年发表的学术论文

  1. Decheng Liu（刘德成）, Zongqi Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao.  Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations, Thirty-Nineth AAAI Conference on Artificial Intelligence (AAAI), 2025. (CCF A，顶级国际会议)

  2. Nuoyan Zhou, Dawei Zhou, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao.  Mitigating Feature Gap for Adversarial Robustness by Feature Disentanglement, Thirty-Nineth AAAI Conference on Artificial Intelligence (AAAI), 2025. (CCF A，顶级国际会议)

  3. Decheng Liu（刘德成）, Tao Chen, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao. Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024. [Code][Paper](CCF A，中科院一区Top期刊)

  4. Decheng Liu（刘德成）, Rong Sheng, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao. Devil in Shadow: Attacking NIR-VIS Heterogeneous Face Recognition via Adversarial Shadow​​​​. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT),  2024. [Code][Paper] (CCF B，中科院一区Top期刊)

  5. Chunlei Peng, Boyu Wang, Decheng Liu（刘德成）, Nannan Wang, Ruimin Hu, Xinbo Gao. Masked Attribute Description Embedding for Cloth-Changing Person Re-identification. IEEE Transactions on Multimedia (IEEE TMM), 2024.  (CCF B，中科院一区Top期刊)

  6. Qinlin He, Chunlei Peng, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning. Neural Networks. 2024. (CCF B，中科院一区Top期刊)

  7. Ruiyang Xia, Dawei Zhou, Decheng Liu（刘德成）, Jie Li, Lin Yuan, Nannan Wang, Xinbo Gao. Inspector for Face Forgery Detection: Defending against Adversarial Attacks from Coarse to Fine. IEEE Transactions on Image Processing (IEEE TIP), 2024.  (CCF A，中科院一区Top期刊)

  8. Ruiyang Xia, Dawei Zhou, Decheng Liu（刘德成）, Lin Yuan, Shuodi Wang, Jie Li, Nannan Wang, Xinbo Gao. Advancing Generalized Deepfake Detector with Forgery Perception Guidance. ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, 2024. (CCF A，顶级国际会议)

  9. Liangchen Liu, Nannan Wang, Decheng Liu（刘德成）, Xi Yang, Xinbo Gao, Tongliang Liu. Towards Specific Domain Prompt Learning via Improved Text Label Optimization.  IEEE Transactions on Multimedia (IEEE TMM), 2024. [Code] (CCF B，中科院一区Top期刊)

  10. Chunlei Peng, Bo Wang, Decheng Liu（刘德成）, Nannan Wang, Ruimin Hu, Xinbo Gao. MRLReID: Unconstrained Cross-resolution Person Re-identification with Multi-task Resolution Learning. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2024. (CCF B，中科院一区Top期刊)

  11. Chunlei Peng, Bo Wang, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. Pyramid-resolution Person Restoration for Cross-Resolution Person Re-identification. Science China Information Sciences (SCIS), 2024. (CCF A类期刊)

  12. 周大为, 徐一搏, 王楠楠, 刘德成, 彭春蕾, 高新波. 针对未知攻击的泛化性对抗防御技术综述, 中国图象图形学报, 2024.

  13. Chunlei Peng, Zimin Miao, Decheng Liu（刘德成）, Nannan Wang, Ruimin Hu, Xinbo Gao. Where Deepfakes Gaze at? Spatial-Temporal Gaze Inconsistency Analysis for Video Face Forgery Detection, IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024.  (CCF A，中科院一区Top期刊)

  14. Ruiyang Xia, Decheng Liu（刘德成）, Jie Li, Lin Yuan, Nannan Wang, Xinbo Gao. MMNet: Multi-Collaboration and Multi-Supervision Network for Sequential Deepfake Detection, IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024.  (CCF A，中科院一区Top期刊)

  15. Decheng Liu（刘德成）, Xijun Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao.  Adv-Diffusion: Imperceptible Adversarial Face Identity Attack via Latent Diffusion Model, Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024. (CCF A，顶级国际会议)

  16. Decheng Liu（刘德成）, Xinbo Gao, Chunlei Peng, Nannan Wang, Jie Li. Universal Heterogeneous Face Analysis via Multi-Domain Feature Disentanglement, IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 19, pp. 735-747, 2024. (CCF A，中科院一区Top期刊)

  17. Chunlei Peng, Congyu Zhang, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. HiFiSketch: High Fidelity Face Photo-Sketch Synthesis and Manipulation, IEEE Transactions on Image Processing (IEEE TIP), 2023.  (CCF A，中科院一区Top期刊)

  18. Chunlei Peng, Zimo Kong, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. Disguised Heterogeneous Face Generation with Iterative-adversarial Style Unification, IEEE Transactions on Multimedia (IEEE TMM), 2023. (Code)  (CCF B，中科院一区Top期刊)

  19. Decheng Liu（刘德成）, Zeyang Zheng, Chunlei Peng, Yukai Wang, Nannan Wang, Xinbo Gao. Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues. IEEE Transactions on Multimedia (IEEE TMM), 2023.  (Code) (CCF B，中科院一区Top期刊)

  20. Decheng Liu（刘德成）, Weizhao Yang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao.  Modality-agnostic Augmented Multi-Collaboration Representation for Semi-supervised Heterogenous Face Recognition, ACM International Conference on Multimedia (ACM MM), 2023. (CCF A，顶级国际会议)

  21. Zhigang Su, Dawei Zhou, Nannan Wang*, Decheng Liu（刘德成）*, Zhen Wang, Xinbo Gao. Hiding Visual Information via Obfuscating Adversarial Perturbations, International Conference on Computer Vision (ICCV), 2023. (CCF A，顶级国际会议)

  22. Decheng Liu（刘德成）, Zhan Dang, Chunlei Peng, Yu Zheng, Shuang Li, Nannan Wang, Xinbo Gao. FedForgery: Generalized Face Forgery Detection with Residual Federated Learning. IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 18, pp. 4272-4284, 2023. (Code) (CCF A，中科院一区Top期刊)

  23. Dawei Zhou, Yukun Chen, Nannan Wang, Decheng Liu（刘德成）, Xinbo Gao, Tongliang Liu.  Eliminating Adversarial Noise via Information Discard and Robust Representation Restoration, International Conference on Machine Learning (ICML), 2023. (CCF A，顶级国际会议)

  24. Yukai Wang, Chunlei Peng, Decheng Liu（刘德成）, Nannan Wang, and Xinbo Gao. Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2023. (Project) (CCF B，中科院一区Top期刊)

  25. 彭春蕾, 苗紫民, 刘德成, 王楠楠, 高新波. 视觉身份隐私保护：人脸匿名化研究方法, 计算机学报, 2023. 

  26. Chunlei Peng, Congyu Zhang, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. Face Photo-Sketch Synthesis via Intra-Domain Enhancement. Knowledge-Based Systems, 259:110026, 2023. (Code)  (中科院一区Top期刊)

  27. Yukai Wang, Chunlei Peng, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. ForgeryNIR: Deep Face Forgery and Detection in Near-Infrared Scenario, IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 17, no. 1, pp. 500-515, 2022. (Project) (CCF A，中科院一区Top期刊)

  28. Congyu Zhang, Decheng Liu（刘德成）, Chunlei Peng, Nannan Wang, Xinbo Gao. Edge Aware Domain Transformation for Face Sketch Synthesis. IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol. 17, no. 1, pp. 2761-2770, 2022. (Code) (CCF A，中科院一区Top期刊)

  29. Chunlei Peng, Shuang Wan, Zimin Miao, Decheng Liu（刘德成）, Yu Zheng, Nannan Wang. Anonym-Recognizer: Relationship-preserving Face Anonymization and Recognition. ACM Multimedia (ACM MM) workshop on Human-Centric Multimedia Analysis, 2022. (Best Paper Award)

  30. Mengdi Dong, Chunlei Peng, Decheng Liu（刘德成）, Yu Zheng, Nannan Wang, Xinbo Gao. SketchCLIP: Text-based Attribute Manipulation for Face Sketch Synthesis. International Joint Conference on Biometrics (IJCB), 2022. (Oral Presentation) (CCF C类国际会议)

  31. Decheng Liu（刘德成）, Xinbo Gao, Chunlei Peng, Nannan Wang and Jie Li. Heterogeneous Face Interpretable Disentangled Representation for Joint Face Recognition and Synthesis. IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2022. (CCF B，中科院一区Top期刊)

  32. Decheng Liu（刘德成）, Xinbo Gao, Nannan Wang, Chunlei Peng, Jie Li. Iterative local re-ranking with attribute guided synthesis for face sketch recognition, Pattern Recognition (PR), 2021. (CCF B，中科院一区Top期刊)

  33. Decheng Liu（刘德成）, Xinbo Gao, Nannan Wang, Jie Li, Chunlei Peng. Coupled attribute learning for heterogeneous face recognition, IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020. (CCF B，中科院一区Top期刊)

  34. Chunlei Peng, Wenbo Zhang, Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. Temporal Consistency based Deep Face Forgery Detection Network. International Conference on Machine Learning for Cyber Security(ML4CS), pp. 55-63, 2020.

  35. Decheng Liu（刘德成）, Nannan Wang, Chunlei Peng, Jie Li, and Xinbo Gao. Deep Attribute Guided Representation for Heterogeneous Face Recognition. In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), Stockholm, Sweden, 2018. (CCF A，顶级国际会议)

  36. Decheng Liu（刘德成）, Jie Li, Nannan Wang, Chunlei Peng, Xinbo Gao. Composite components-based face sketch recognition, Neurocomputing, 2018. (中科院二区期刊)

 

学术著作
  • Decheng Liu（刘德成）, Nannan Wang, Xinbo Gao. Heterogeneous Face Recognition. In: Li, S.Z., Jain, A.K., Deng, J. (eds) Handbook of Face Recognition. Springer, Cham, pp 405–431, 2023. 
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