Publications

2025

Chunlei Peng, Tian Xu, Decheng Liu, Nannan Wang, Xinbo Gao. Within 3DMM Space: Exploring Inherent 3D Artifact for Video Forgery Detection. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 20: 7954-7965, 2025. [Code]
Chunlei Peng, Xiaoyi Luo, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao. Semantic Token Transformer for Face Forgery Detection. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 20: 4904 - 4914, 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. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 35(2): 1362-1373, 2025. [Code]
Chunlei Peng, Boyu Wang, Decheng Liu, Nannan Wang, Ruimin Hu, Xinbo Gao. Masked Attribute Description Embedding for Cloth-Changing Person Re-identification. IEEE Transactions on Multimedia (IEEE TMM), 27: 1475-1485, 2025.
Decheng Liu, Tao Chen, Chunlei Peng*, Nannan Wang, Ruimin Hu, Xinbo Gao. Improving Adversarial Robustness via Decoupled Visual Representation Masking. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 20: 5678-5689, 2025. [Code]
Decheng Liu, Weizhao Yang, Chunlei Peng*, Nannan Wang, Ruimin Hu, Xinbo Gao. PrivacyHFR: Visual Privacy Preserving for Heterogeneous Face Recognition. IEEE Transactions on Image Processing (IEEE TIP), 34: 3417-3430, 2025. [Code]
Zhangxuan Dang, Yu Zheng*, Xinglin Lian, Chunlei Peng*, Qiuyu Chen, Xinbo Gao. Semi-Supervised Learning for Anomaly Traffic Detection via Bidirectional Normalizing Flows. IEEE Transactions on Network and Service Management (IEEE TNSM), 2025.
Chunlei Peng, Yinyin Chen, Decheng Liu, Nannan Wang, Xinbo Gao. FairForensics: Mitigating Attribute Bias in Deepfake Detection by Integrating Texture and Attribute Features. Neural Networks. 192: 107899, 2025.
Chunlei Peng, Tao Chen, Decheng Liu, Huiqing Guo, Nannan Wang, Xinbo Gao. Revisiting Face Forgery Detection towards Generalization. Neural Networks. 187:107310, 2025.
Decheng Liu, Xu Luo, Chunlei Peng*, Nannan Wang, Ruimin Hu, Xinbo Gao. Symmetrical Bidirectional Knowledge Alignment for Zero-Shot Sketch-Based Image Retrieval. Neural Networks, 193: 107980, 2025. [Code]
Decheng Liu, ZongQi Wang, Chunlei Peng*, Nannan Wang, Ruimin Hu, Xinbo Gao. Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations. AAAI Conference on Artificial Intelligence (AAAI), 2025. [Code]
Yu Zheng, Meng Du, Lin Zhao, Chunlei Peng*. Metal surface defect detection based on variable mask ratio multi-scale reconstruction. ACM International Conference on Multimedia Retrieval (ICMR), 2025.
Jiahui Wang, Yuan Liu, Chunlei Peng, Yu Zheng. Face anti-spoofing based on contour-constrained anomaly detection. ACM International Conference on Multimedia Retrieval (ICMR), 2025.
Decheng Liu, Xu Luo, Yu Zheng, Chunlei Peng*. Cross-Domain Matrix Compression Adaptation for Zero-Shot Sketch-Based Image Retrieval. International Joint Conference on Neural Networks (IJCNN), 2025.
Yuhao Wang, Qixuan Su, Decheng Liu, Chunlei Peng. Imperceptible Face Forgery Attack via Adversarial Semantic Mask. Proceedings of Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2025.

2024

Chunlei Peng, Zimin Miao, Decheng Liu, Nannan Wang, Ruimin Hu, and 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), 19: 4507-4517, 2024. [Code]
Decheng Liu, 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), 20: 504-515, 2025. [Code]
Chunlei Peng, Bo Wang, Decheng Liu, 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), 34(10): 10050-10062, 2024. [Code]
Decheng Liu, 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), 19: 735-747, 2024.
Linbo Luo, Shangwei Xie, Haiyan Yin, Chunlei Peng and Yew-Soon Ong. Detecting and Quantifying Crowd-level Abnormal Behaviors in Crowd Events. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024.
Haiyan Zhang, Xinghua Li, Jiawei Tang, Chunlei Peng, Yunwei Wang, Ning Zhang, Yingbin Miao, Ximeng Liu. Kim-Kwang Raymond Choo. Hiding in Plain Sight: Adversarial Attack via Style Transfer on Image Borders. IEEE Transactions on Computers, 2024.
Chunlei Peng, Bo Wang, Decheng Liu, Nannan Wang, Xinbo Gao. Pyramid-resolution Person Restoration for Cross-Resolution Person Re-identification. Science China Information Sciences (SCIS), 67 (6): 169101:1-169101:2, 2024.
Xinglin Lian, Yu Zheng, Zhangxuan Dang, Chunlei Peng*, Xinbo Gao. Semi-Supervised Anomaly Traffic Detection via Multi-Frequency Reconstruction. Pattern Recognition, 2024.
Dawei Zhou, Hongbin Qu, Nannan Wang, Chunlei Peng, Zhuoqi Ma, Xi Yang, Xinbo Gao. Fooling Human Detectors via Robust and Visually Natural Adversarial Patches. Neurocomputing, 2024.
Chunlei Peng, Feiyang Sun, Decheng Liu, Nannan Wang, Xinbo Gao. Local Artifacts Amplification for Deepfakes Augmentation. Neural Networks, 180: 106692, 2024.
Qinlin He, Chunlei Peng*, Decheng Liu, Nannan Wang, Xinbo Gao. GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning. Neural Networks, 180: 106636, 2024.
Yu Zheng, Zhangxuan Dang, Xinglin Lian, Chunlei Peng*, Xinbo Gao. Multi-view Multi-label Network Traffic Classification Based on MLP-Mixer Neural Network. Computer Networks, 253: 110746, 2024. [Code]
Decheng Liu, Xijun Wang, Chunlei Peng*, Nannan Wang, Ruimin Hu, Xinbo Gao. Adv-Diffusion: Imperceptible Adversarial Face Identity Attack via Latent Diffusion Model. AAAI Conference on Artificial Intelligence (AAAI), 38(4): 3585-3593, 2024. [Code]
Chunlei Peng, Tao Chen, Decheng Liu, Yu Zheng, Nannan Wang. Spatial-Frequency Dual-stream Reconstruction for Deepfake Detection. Proceedings of the 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2024.
Yu Zheng, Jiahui Wang, Jiuyao Jing, Chunlei Peng*. Face Anti-spoofing based on Multi-view Anomaly Detection. Proceedings of the 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2024.
Siyue Zhou, Qun Guan, Chunlei Peng*, Decheng Liu, Yu Zheng. Audio-Driven Face Photo-Sketch Video Generation. Proceedings of the Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2024.
Jiuyao Jing, Yu Zheng, Qi He and Chunlei Peng*. Face anti-spoofing based on multi-modal dual-stream anomaly detection. IEEE International Conference on Trust, Security and Privacy in Computing and Communications (IEEE TrustCom), 2024.
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, 29(7):1787-1813. (in Chinese)

2023

Yukai Wang, Chunlei Peng*, Decheng Liu, 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), 33 (12): 7943-7956, 2023. [Code]
Decheng Liu, 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), 18: 4272-4284, 2023. [Code]
Chunlei Peng, Congyu Zhang, Decheng Liu, Nannan Wang, and Xinbo Gao. HiFiSketch: High Fidelity Face Photo-Sketch Synthesis and Manipulation, IEEE Transactions on Image Processing (IEEE TIP), 32: 5865 - 5876, 2023. [Code]
Chunlei Peng, Zimo Kong, Decheng Liu, Nannan Wang, and Xinbo Gao. Disguised Heterogeneous Face Generation with Iterative-adversarial Style Unification, IEEE Transactions on Multimedia (IEEE TMM), 26: 3741-3753, 2024.
Decheng Liu, 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), 26: 2894 - 2905, 2024. [Code]
Decheng Liu, 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 (ACMMM), 2023: 4647-4656. [Code]
Yu Zheng, Xinglin Lian, Zhangxuan Dang, Chunlei Peng*, Chao Yang and Jianfeng Ma. A Semi-Supervised Anomaly Network Traffic Detection Framework via Multimodal Traffic Information Fusion. ACM International Conference on Information and Knowledge Management (CIKM), 2023.
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, 46(11): 2431-2452, 2023.

2022

Yukai Wang, Chunlei Peng*, Decheng Liu, Nannan Wang, and Xinbo Gao. ForgeryNIR: Deep Face Forgery and Detection in Near-Infrared Scenario, IEEE Transactions on Information Forensics and Security (IEEE TIFS), 17(1): 500-515, 2022. [Dataset]
Congyu Zhang, Decheng Liu, Chunlei Peng*, Nannan Wang, Xinbo Gao. Edge Aware Domain Transformation for Face Sketch Synthesis. IEEE Transactions on Information Forensics and Security (IEEE TIFS), 17(1): 2761-2770, 2022. [Code]
Decheng Liu, 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), 33(10): 5611–5625, 2022.
Chunlei Peng, Congyu Zhang, Decheng Liu, Nannan Wang, Xinbo Gao. Face Photo-Sketch Synthesis via Intra-Domain Enhancement. Knowledge-Based Systems, 259:110026, 2023. [Code]
Chunlei Peng, Shuang Wan, Zimin Miao, Decheng Liu, Yu Zheng, Nannan Wang. Anonym-Recognizer: Relationship-preserving Face Anonymization and Recognition. ACM Multimedia (ACMMM) workshop on Human-Centric Multimedia Analysis, 2022: 1-6. (Best Paper Award)
Mengdi Dong, Chunlei Peng*, Decheng Liu, Yu Zheng, Nannan Wang, Xinbo Gao. SketchCLIP: Text-based Attribute Manipulation for Face Sketch Synthesis. International Joint Conference on Biometrics (IJCB), 2022: 1-8.

2021 and Before

Chunlei Peng, Xinbo Gao, Nannan Wang, and Jie Li. Graphical Representation for Heterogeneous Face Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 39(2): 301- 312, 2017.
彭春蕾，高新波，王楠楠，李洁，可视身份深度伪造与检测，中国科学：信息科学，51(9): 1451-1474, 2021. [Awesome list, Star 700++]
Dawei Zhou, Nannan Wang, Chunlei Peng, Xinbo Gao, Xiaoyu Wang, Jun Yu, and Tongliang Liu. Removing Adversarial Noise in Class Activation Feature Space. In Proceedings of the International Conference on Computer Vision (ICCV), 2021: 7878-7887.
Dawei Zhou, Tongliang Liu, Bo Han, Nannan Wang, Chunlei Peng and Xinbo Gao. Towards Defending against Adversarial Examples via Attack-Invariant Features. In Proceedings of the International Conference on Machine Learning (ICML), 2021: 12835-12845.
Dawei Zhou, Nannan Wang, Chunlei Peng, Yi Yu, Xi Yang, and Xinbo Gao. Towards Multi-domain Face Synthesis via Domain-Invariant Representations and Multi-level Feature Parts. IEEE Transactions on Multimedia (IEEE TMM), 24: 3469-3479, 2021.
Decheng Liu, Xinbo Gao, Nannan Wang, Chunlei Peng, and Jie Li. Iterative Local Re-ranking with Attribute Guided Synthesis for Face Sketch Recognition. Pattern Recognition, 109, 2021.
彭春蕾，高新波，王楠楠，李洁，基于可视数据的可信身份识别和认证方法，电信科学， 36(11): 1-17，2020.
Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. Universal Face Photo-Sketch Style Transfer via Multiview Domain Translation, IEEE Transactions on Image Processing (IEEE TIP), 29(1): 8519-8534, 2020.
Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. Soft Semantic Representation for Cross-Domain Face Recognition, IEEE Transactions on Information Forensics and Security (IEEE TIFS), 16(1): 346-360, 2020.
Chunlei Peng, Wenbo Zhang, Decheng Liu, Nannan Wang, Xinbo Gao. Temporal Consistency based Deep Face Forgery Detection Network. International Conference on Machine Learning for Cyber Security(ML4CS), 2020: 55-63.
Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. Face Sketch Synthesis in the Wild via Deep Patch Representation based Probabilistic Graphical Model, IEEE Transactions on Information Forensics and Security (IEEE TIFS), 15(1): 172-183, 2020.
Decheng Liu, 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), 31(11): 4699-4712, 2020.
Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. Re-ranking High-dimensional Deep Local Representation for NIR-VIS Face Recognition, IEEE Transactions on Image Processing (IEEE TIP), 28(9): 4553-4565, 2019.
Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. DLFace: Deep Local Descriptor for Cross Modal Face Recognition, Pattern Recognition, 90: 161-171, 2019.
Chunlei Peng, Xinbo Gao, Nannan Wang, and Jie Li. Sparse Graphical Representation based Discriminant Analysis for Heterogeneous Face Recognition. Signal Processing, 156: 46-61, 2019.
Arjun. D. Desai#, Chunlei Peng#, Leyuan Fang, Dibyendu Mukherjee, Andrew Yeung, Stephanie J. Jaffe, Jennifer B. Griffin, and Sina Farsiu. Open-Source, Machine and Deep Learning based Automated Algorithm for Gestational Age Estimation through Smartphone Lens Imaging. Biomedical Optics Express, 9(12): 6038-6052, 2018. (# co-first authors)
Chunlei Peng, Xinbo Gao, Nannan Wang, and Jie Li. Face Recognition from Multiple Stylistic Sketches: Scenarios, Datasets, and Evaluation. Pattern Recognition, 84: 262-272, 2018.
Decheng Liu, Jie Li, Nannan Wang, Chunlei Peng, and Xinbo Gao. Composite Components-based Face Sketch Recognition. Neurocomputing, 302: 46-54, 2018.
Decheng Liu, Nannan Wang, Chunlei Peng, Jie Li, and Xinbo Gao. Deep Attribute Guided Representation for Heterogeneous Face Recognition. International Joint Conference on Artificial Intelligence (IJCAI), 2018: 835-841.
Chunlei Peng, Xinbo Gao, Nannan Wang, and Jie Li. Superpixel-based Face Sketch-Photo Synthesis. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 27(2): 288-299, 2017.
Jie Li, Xinye Yu, Chunlei Peng, and Nannan Wang. Adaptive Representation-based Face Sketch Synthesis. Neurocomputing, 269: 152-159, 2017.
Nannan Wang, Shengchuan Zhang, Chunlei Peng, Jie Li, and Xinbo Gao. Face Sketch Recognition via Data-driven Synthesis. Handbook of Biometrics for Forensic Science, 2017.
Chunlei Peng, Xinbo Gao, Nannan Wang, Dacheng Tao, Xuelong Li, and Jie Li. Multiple Representations based Face Sketch-Photo Synthesis. IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 27(11): 2201-2215, 2016.
Chunlei Peng, Nannan Wang, Xinbo Gao, and Jie Li. Face Recognition from Multiple Stylistic Sketches: Scenarios, Datasets, and Evaluation. European Conference on Computer Vision (ECCV) workshop on Visual Analysis of Sketches, Springer, Cham, 2016, pp. 3-18.
Decheng Liu, Chunlei Peng, Nannan Wang, Jie Li, and Xinbo Gao. Composite Face Sketch Recognition based on Components. International Conference on Wireless Communications and Signal Processing (WCSP), 2016: 1-5.
高新波，王楠楠，彭春蕾，李程远. 基于三元空间融合的人脸图像模式识别. 模式识别与人工智能，28(9): 811-821, 2015.
Chunlei Peng, Jie Li, Nannan Wang, and Xinbo Gao. Multi-View Representation based Face Sketch Synthesis. ACM International Conference on Internet Multimedia Computing and Service (ICIMCS), 2014: 307-312.