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Decheng Liu
About Me
Decheng Liu
Decheng Liu is currently with the School of Cyber Engineering at Xidian University. He received the degree of Doctor of Philosophy (June 2021) in Intelligence Information Processing, Xidian Unversity, supervised by Prof. Xinbo Gao. He received the Bachelor Degree (July 2016) in Electronic Information Engineering, Xidian University.
His research interests include computer vision and intelligence security, specially for cross-modality face analysis, forgery detection and adversarial learning. I have published more than 20 papers on top journals and conferences such as ICCV, ICML, IJCAI, ACM MM, IEEE TNNLS, TIFS, TMM, TIP, TCSVT, Pattern Recognition, Knowledge-Based Systems, etc. He also served for a number of journals and conferences.
Chinese Website link: https://web.xidian.edu.cn/dchliu/index.html.
40
Journal/Conference
Publications
Selected Publications
2026
- Decheng Liu, Xu Luo, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Symmetrical bidirectional knowledge alignment for zero-shot sketch-based image retrieval. NN, 2026.
- Decheng Liu, Weijie He, Chunlei Peng, Nannan Wang, Jie Li, Xinbo Gao: TransFA: Transformer-based representation for face attribute evaluation. PR, 2026.
- Yibo Xu, Dawei Zhou, Decheng Liu, Nannan Wang, Xinbo Gao: FST: Improving adversarial robustness via feature similarity-based targeted adversarial training. PR, 2026.
- Chunlei Peng, Huiqing Guo, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection. TCSVT, 2026.
- Jiuyao Jing, Feiyang Sun, Chunlei Peng, Decheng Liu, Nannan Wang, Xinbo Gao: Adaptive Consensus Multi-Teacher Distillation for Generalizable Face Forgery Detection. TCSVT, 2026.
- Mengyao Zhu, Xinghua Li, Decheng Liu, Haiyan Zhang, Shunjie Yuan, Yigang Li, Yinbin Miao, Robert H. Deng: RFA-Tex: Range-Flexible Adaptive Physical Adversarial Texture Against Real-World Person Detectors. TIFS, 2026.
- Tao Chen, Jingyi Zhang, Decheng Liu, Chunlei Peng: MGFFD-VLM: Multi-Granularity Prompt Learning for Face Forgery Detection with VLM. WWW, 2026.
2025
- Chunlei Peng, Tao Chen, Decheng Liu, Huiqing Guo, Nannan Wang, Xinbo Gao: Revisiting face forgery detection towards generalization. NN, 2025.
- Chunlei Peng, Yinyin Chen, Decheng Liu, Nannan Wang, Xinbo Gao: FairForensics: mitigating attribute bias in deepfake detection by integrating texture and attribute features. NN, 2025.
- Liangchen Liu, Nannan Wang, Chen Chen, Decheng Liu, Xi Yang, Xinbo Gao, Tongliang Liu: Frequency-Based Comprehensive Prompt Learning for Vision-Language Models. TPAMI, 2025.
- Decheng Liu, Rong Sheng, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Devil in Shadow: Attacking NIR-VIS Heterogeneous Face Recognition via Adversarial Shadow. TCSVT, 2025.
- Dawei Zhou, Zhigang Su, Decheng Liu, Tongliang Liu, Nannan Wang, Xinbo Gao: A Knowledge-Guided Adversarial Defense for Resisting Malicious Visual Manipulation. TDSC, 2025.
- Decheng Liu, Tao Chen, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection. TIFS, 2025.
- Chunlei Peng, Xiaoyi Luo, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: Semantic Token Transformer for Face Forgery Detection. TIFS, 2025.
- Decheng Liu, Tao Chen, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Improving Adversarial Robustness via Decoupled Visual Representation Masking. TIFS, 2025.
- Chunlei Peng, Tian Xu, Decheng Liu, Nannan Wang, Xinbo Gao: Within 3DMM Space: Exploring Inherent 3D Artifact for Video Forgery Detection. TIFS, 2025.
- Chengrui Hao, Boyu Wang, Chunlei Peng, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: Masked Text Adversarial Training for Cloth-Changing Person Re-Identification. TIFS, 2025.
- Decheng Liu, Zhou Zhou, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Toward Fair Adversarial Defense via Class Encourage-Suppress Robust Learning. TIFS, 2025.
- Decheng Liu, Weizhao Yang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: PrivacyHFR: Visual Privacy Preserving for Heterogeneous Face Recognition. TIP, 2025.
- Chunlei Peng, Zhuang Tang, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: SketchAging: Face Photo-Sketch Synthesis and Aging With Multi-Scale Feature Extraction. TIP, 2025.
- Chunlei Peng, Tianzhe Yan, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: Face Forgery Detection With CLIP-Enhanced Multi-Encoder Distillation. TIP, 2025.
- Liangchen Liu, Nannan Wang, Dawei Zhou, Decheng Liu, Xi Yang, Xinbo Gao, Tongliang Liu: Generalizable Prompt Learning via Gradient Constrained Sharpness-Aware Minimization. TMM, 2025.
- Chunlei Peng, Boyu Wang, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: Masked Attribute Description Embedding for Cloth-Changing Person Re-Identification. TMM, 2025.
- Decheng Liu, Zongqi Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations. AAAI, 2025.
- Nuoyan Zhou, Dawei Zhou, Decheng Liu, Nannan Wang, Xinbo Gao: Mitigating Feature Gap for Adversarial Robustness by Feature Disentanglement. AAAI, 2025.
- Yibo Xu, Dawei Zhou, Decheng Liu, Nannan Wang: Phase and Amplitude-aware Prompting for Enhancing Adversarial Robustness. ICML, 2025.
2024
- Qinlin He, Chunlei Peng, Decheng Liu, Nannan Wang, Xinbo Gao: GazeForensics: DeepFake detection via gaze-guided spatial inconsistency learning. NN, 2024.
- Chunlei Peng, Feiyang Sun, Decheng Liu, Nannan Wang, Xinbo Gao: Local artifacts amplification for deepfakes augmentation. NN, 2024.
- Chunlei Peng, Bo Wang, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: MRLReID: Unconstrained Cross-Resolution Person Re-Identification With Multi-Task Resolution Learning. TCSVT, 2024.
- Decheng Liu, Xinbo Gao, Chunlei Peng, Nannan Wang, Jie Li: Universal Heterogeneous Face Analysis via Multi-Domain Feature Disentanglement. TIFS, 2024.
- Ruiyang Xia, Decheng Liu, Jie Li, Lin Yuan, Nannan Wang, Xinbo Gao: MMNet: Multi-Collaboration and Multi-Supervision Network for Sequential Deepfake Detection. TIFS, 2024.
- Chunlei Peng, Zimin Miao, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao: Where Deepfakes Gaze at? Spatial-Temporal Gaze Inconsistency Analysis for Video Face Forgery Detection. TIFS, 2024.
- Ruiyang Xia, Dawei Zhou, Decheng Liu, Jie Li, Lin Yuan, Nannan Wang, Xinbo Gao: Inspector for Face Forgery Detection: Defending Against Adversarial Attacks From Coarse to Fine. TIP, 2024.
- Decheng Liu, Zeyang Zheng, Chunlei Peng, Yukai Wang, Nannan Wang, Xinbo Gao: Hierarchical Forgery Classifier on Multi-Modality Face Forgery Clues. TMM, 2024.
- Chunlei Peng, Zimo Kong, Decheng Liu, Nannan Wang, Xinbo Gao: Disguised Heterogeneous Face Generation With Iterative-Adversarial Style Unification. TMM, 2024.
- Liangchen Liu, Nannan Wang, Decheng Liu, Xi Yang, Xinbo Gao, Tongliang Liu: Towards Specific Domain Prompt Learning via Improved Text Label Optimization. TMM, 2024.
- Decheng Liu, Xijun Wang, Chunlei Peng, Nannan Wang, Ruimin Hu, Xinbo Gao: Adv-Diffusion: Imperceptible Adversarial Face Identity Attack via Latent Diffusion Model. AAAI, 2024.
- Ruiyang Xia, Dawei Zhou, Decheng Liu, Lin Yuan, Shuodi Wang, Jie Li, Nannan Wang, Xinbo Gao: Advancing Generalized Deepfake Detector with Forgery Perception Guidance. ACM MM, 2024.