Peng Zhang Ph.D, Associate Professor Department of Artificial Intelligence, Shandong University of Science and Technology Office: J13-322, 579 Qianwangang Road, Qingdao, 266590 Email: pengzhang_skd [at] sdust.edu.cn CV • Google Scholar • Github• 主页

About Me

Greetings! I am an associate professor in Shandong University of Science and Technology (SDUST). I received my PhD degree from University of Technology Sydney (UTS) supervised by A/Prof. Qiang Wu and Dr. Jingsong Xu in Aug. 2020. Before that, I received B.E. and M.E. from Shandong University supervised by Prof. Xianye Ben in 2013 and 2016, respectively. Besides, I am a visiting student at Xi'an Jiaotong University during Aug. 2010 - Jul. 2011. My research interest includes human-centric visual understanding, such as gait recognition and person re-identification, and afftective computing, such as micro-expression recognition and multi-modal emotion perceptron, etc.

News

• [2025/01/24] I'm entitled as a Young Editor for Journal of Industrial Safety (山东科技大学学报（自然科学版）)
• [2024/09/25] 1 paper is accepted to IEEE TCSVT. Congrats. to Xinyu!
• [2024/09/19] I'm entitled CCF Senior Member.
• [2024/09/17] 1 paper is accepted to Chinese Conference on Biometric Recognition (CCBR 2024). Congrats to Hao!
• [2024/09/02] CFP: We launched a special issue Multimodal Image-based Object Detection and Recognition on Journal of Beijing Institute of Technology (北京理工大学学报英文版).
• [2024/05/10] 1 paper about micro-expression recognition is accepted to IEEE Trans. Affective Computing.
• [2024/03/16] I paper is accepted to IJCNN 2024.
• [2022/11/23] I am invited as a reviewer for 2023 IEEE Conference on Acoustics, Speech and Signal Processing (ICASSP 2023).
• [2022/10/30] 1 co-authered paper is accepted to IEEE Trans. KDE, congrats to Dr. Li.
• [2022/10/02] 1 co-authored paper is accepted to Pattern Recognition Letters(PRL).
• [2022/08/16] I am invited as a TPC member for AAAI-2023.

Academic Services

Teaching

• Cognitive Computing (including experiments), Bachelor Class
• Computional Intelligence, Bachelor Class
• Deep Learning, Postgraduate Class
• Machine Learning, Postgraduate Class
• Machine Learning Theory, PhD Class, 2020
• Machine Learning, On-job Postgraduate Class

Project

• Elite Talent Program of SDUST, PI, 2020.11-2025.11
• Natural Science Foundation of Shandong Province for Younth, PI, 2022.01-2024.12
• National Natural Science Foundation of China Younth Project, PI, 2023.01-2025.12

Publications

• Xinyu Zhang, Peng Zhang*, Caifeng Shan*. Corruption-invariant Person Re-identification Via Coarse-to-Fine Feature Alignment. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2024. [PDF]
• Yongtang Bao, Hao Zheng, Peng Zhang*, Caifeng Shan. Implicit Feature Augmentation for Cloth-changing Person Re-identification. The 18th Chinese Conference on Biometric Recognition (CCBR 2024), 2024.
• Yongtang Bao, Hao Zheng, Xiaolin Zhang, Kun Zhan, Peng Zhang*. Identity Semantic Correspondence for Cloth-Changing Person Re-Identification. 2024 International Joint Conference on Neural Networks (IJCNN 2024), 2024. [PDF]
• Yutong He, Yefeng Qin, Lei Chen, Peng Zhang, Xianye Ben. Efficient Abnormal Behavior Detection with Adaptive Weight Distribution. Neurocomputing, 2024. [PDF ]
• Yongtang Bao, Chenxi Wu, Peng Zhang*, Caifeng Shan. Adaptive optical flow estimation driven micro-expression recognition. Journal of Image and Graphic (JIG) , 2024. [PDF ]
• Yongtang Bao, Chenxi Wu, Peng Zhang*, Caifeng Shan, Yue Qi, Xianye Ben. Boosting Micro-Expression Recognition Via Self-Expression Reconstruction and Memory Contrastive Learning. IEEE Transactions on Affective Computing (IEEE TAFFC), 2024. [PDF]
• Zhenyu Liu, Da Li, Xinyu Zhang, Zhang Zhang, Peng Zhang, Caifeng Shan, Jungong Han. Pedestrian Attribute Recognition via Spatio-temporal Relationship Learning for Visual Surveillance. ACM Transactions on Multimedia Computing, Communications and Applications (ACM TOMM), 2024. [PDF]
• Yixuan Ma, Xiaolin Zhang, Peng Zhang, Kun Zhan. Entropy neural estimation for graph contrastive learning. ACM International Conference on Multimedia (ACM MM), 2023. [ PDF]
• Zhibo Tian, Xiaolin Zhang, Peng Zhang, Kun Zhan. Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure Network. ACM International Conference on Multimedia (ACM MM), 2023. [ PDF]
• Mingjie Li, Yuan-Gen Wang, Peng Zhang, Hanpin Wang, Lisheng Fan, Enxia Li, Wei Wang. Deep learning for approximate nearest neighbour search: A survey and future directions. IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), 2023. [ PDF]
• Lingxiang Yao, Worapan Kusakunniran, Peng Zhang, Qiang Wu, Jian Zhang. Improving Disentangled Representation Learning for Gait Recognition using Group Supervision. IEEE Transactions on Multimedia (IEEE TMM), 2023. [PDF]
• Yongtang Bao, Pengfei Zhou, Peng Zhang, Yue Qi. Learning Unoccluded Face Texture Completion from Single Image in the Wild. Neural Processing Letters (NPL), 2023. [ PDF]
• Peng Zhang, Xiaolin Zhang, Yongtang Bao, Xianye Ben, Caifeng Shan. Cloth-changing Person Re-identification： A Summary Journal of Image and Graphic (JIG) , 2023. [ PDF]
• Zhenyu Liu, Zhang Zhang, Da Li, Peng Zhang, Caifeng Shan. Dual-branch self-attention network for pedestrian attribute recognition. Pattern Recognition Letters (PRL), 2022. [PDF]
• Yan Huang, Qiang Wu, Jingsong Xu, Yi Zhong, Peng Zhang, Zhaoxiang Zhang. Alleviating Modality Bias Training for Infrared-Visible Person Re-identification. IEEE Transactions on Multimedia (IEEE TMM), 2022. [PDF]
• Peng Zhang, Jingsong Xu, Qiang Wu, Yan Huang, Xianye Ben. Learning Spatial-temporal Representations over Walking Tracklet for Long-term Person Re-Identification in The Wild. IEEE Transactions on Multimedia (IEEE TMM), 2021. [PDF]
• Peng Zhang, Qiang Wu, Xunxiang Yao, Jingsong Xu. Beyond Madality Alignment: Learning Part-level representation for Visible-infrared Person Re-identification. Image and Vision Computing (IVC), 2021. [PDF]
• Xunxiang Yao, Qiang Wu, Peng Zhang, Fangxun Bao. Weighted Adaptive Image Super-Resolution Scheme based on Local Fractal Feature and Image Roughness. IEEE Transactions on Multimedia (IEEE TMM), 2021. [PDF]
• Yan Huang, Jingsong Xu, Qiang Wu, Yi Zhong, Peng Zhang, Zhaoxiang Zhang. Beyond Scalar Neuron: Adopting Vector-Neuron Capsules for Long-Term Person Re-Identification. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2020. [PDF]
• Peng Zhang, Jingsong Xu, Qiang Wu, Yan Huang, Jian Zhang. Top-Push Constrained Modality-Adaptive Dictionary Learning for Cross-Modality Person Re-Identification. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2020. [PDF]
• Peng Zhang, Qiang Wu, Jingsong Xu. VT-GAN: View Transformation GAN for Gait Recognition Across View. The International Joint Conference on Neural Network(IJCNN), 2019. [Oral][PDF]
• Peng Zhang, Qiang Wu, Jingsong Xu. VN-GAN: Identity-preserved Variation Normalizing GAN for Gait Recognition. The International Joint Conference on Neural Network(IJCNN), 2019. [Poster][PDF]
• Xianye Ben,Peng Zhang, Zhihui Lai, Rui Yan, Xinliang Zhai, Weixiao Meng. A General Tensor Representation Framework for Cross-view Gait Recognition. Pattern Recognition (PR), 2019. [PDF]
• Xianye Ben, Chen Gong, Peng Zhang, Xitong Jia, Qiang Wu, Weixiao Meng. Coupled Patch Alignment for Matching Cross-View Gaits. IEEE Transactions on Image Processing (IEEE TIP), 2019. [PDF]
• Xianye Ben, Chen Gong, Peng Zhang, Rui Yan, Qiang Wu, Weixiao Meng. Coupled Bilinear Discriminant Projection for Cross-view Gait Recognition. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2019. [PDF]
• Xunxiang Yao, Qiang Wu, Peng Zhang, Fangxun Bao. Adaptive Rational Fractal Interpolation Function for Image Super-resolution via Local Fractal Analysis. Image and Vision Computing, 2019. [PDF]
• Peng Zhang, Qiang Wu, Jingsong Xu, Jian Zhang. Long-term Person Re-identification Using True Motion from Videos. IEEE Winter Conference on Applications of Computer Vision (WACV), 2018. [Oral][PDF]
• Xianye Ben, Peng Zhang, Weixiao Meng, Rui Yan, Mingqiang Yang, Wenhe Liu, Hui Zhang. On The Distance Metric Learning Between Cross-domain Gaits. Neurocomputing, 2016. [PDF]
• Xianye Ben, Peng Zhang, Rui Yan, Mingqiang Yang, Guodong Ge. Gait Recognition And Micro-expression Recognition Based on Maximum Margin Projection with Tensor Representation. Neural Computing and Applications (NCA), 2016. [PDF]
• Peng Zhang, Xianye Ben, Rui Yan, Chen Wu, Chang Guo. Micro-expression Recognition System. Optik, 2016. [PDF]
• Peng Zhang, Xianye Ben, Wei Jiang, Rui Yan, Yiming Zhang. Coupled Marginal Discriminant Mappings for Low-resolution Face Recognition. Optik, 2015. [PDF]