按导师类型分类

硕士生导师

姓名:张鹏 性别:男 学历:博士

职称:副教授 办公室:J13-322 隶属部门:人工智能系

联系方式:pengzhang_skd@sdust.edu.cn

个人简介:

张鹏, 博士,副教授,硕士生导师,CCF会员、山东省人工智能学会会员。2013年和2016年分别于山东大学获得学士学位和硕士学位,2020年8月于悉尼科技大学获得博士学位,同年11月加入william威廉亚洲官方智能科学与技术系。从事计算机视觉、机器学习、深度学习、情感计算等方面研究,主要包括行人再识别、步态识别、微表情识别、图像生成等。主持或参与国家自然科学基金项目、山东省自然科学基金项目、教育部人文社科项目等,已授权中国发明专利17项,发表学术论文20余篇, 谷歌学术被引用590+次, 受邀担任IEEE TIP, IEEE TMM, IEEE TCSVT, NeurIPS,ICLR, ICML,AAAI,ICME,ICASSP等期刊或会议审稿人,ICIGP 2022领域主席。

详细信息:

张鹏博士,副教授,硕士生导师,CCF会员、山东省人工智能学会会员。2013年和2016年分别于山东大学获得学士学位和硕士学位,2020年8月于悉尼科技大学获得博士学位,同年11月加入william威廉亚洲官方智能科学与技术系。从事计算机视觉、机器学习、深度学习、情感计算等方面研究,主要包括行人再识别、步态识别、微表情识别、图像生成等。主持或参与国家自然科学基金项目、山东省自然科学基金项目、教育部人文社科项目等,已授权中国发明专利17项,发表学术论文20余篇, 谷歌学术被引用590+次, 受邀担任IEEE TIP, IEEE TMM, IEEE TCSVT, NeurIPS,ICLR, ICML,AAAI,ICME,ICASSP等期刊或会议审稿人,ICIGP 2022领域主席。

 

详细信息:

研究方向:

(1) 视频和图像理解/计算机视觉

l  行人再识别、步态识别、微表情识别、图像生成与重建等

(2) 机器学习与深度学习

l  生成对抗网络、稀疏/字典学习,耦合度量学习

欢迎希望进一步提高编程与科研水平的同学报考研究生,一起探索有意思的课题研究。我期望你具备以下至少两种特点 :

1、         喜欢探索研究,脚踏实地、勤奋用功;

2、         具有一定的编程基础;

3、         具有良好的数学基础;

4、         具有一定的英语读写能力

5、         具备机器学习、深度学习等基础知识

6、         具有科研、科创活动经历

联系方式:19106398035(微信同号),pengzhang_skd@sdust.edu.cn

个人主页: https://pzhang0610.github.io.

主持项目:

1.    国家自然科学基金青年项目,基于多维信息感知的适度换装行人重识别研究,30万,2023.01-2026.12,主持,在研

2.    山东省自然科学基金青年项目,基于异构域自适应特征学习的跨模态行人重识别研究,15万,2022.01-2024.12,主持,在研

3.    威廉希尔中文网站平台“菁英计划”项目, 30万,2020.11-2025.11,主持,在研

4.    教育部人文社科项目,基于表情计算的MOOC学习参与度量化评价方法研究,10万,2022.09-2025.12,参与,在研

5.    教育部人文社科项目,视频监控视角下密集人群异常行为感知、识别及预警模型研究,10万,2022.01-2024.12,参与,在研

6.    国家自然科学基金面上项目,基于跨域异质度量迁移学习的心理应激微反应自动分析方法研究,58万,2016.01-2019.12,参与,已结题

学术活动:

期刊审稿人:

-        IEEE Transactions on Image Processing

-        IEEE Transactions on Multimedia

-        IEEE Transactions on Circuits and Systems for Video Technology

-        IEEE Signal Processing Letters

-        Neurocomputing

-        IEEE Journal of Biomedical and Health Informatics

-        Optik

-        中国图象图形学报

-        Frontiers of Information Technology Electronic Engineering

-        吉林大学学报(工学版)

会议PC/审稿人:

-        AAAI’ 2023,ICASSP’ 2023, NeurIPS’ 2022, ICME’ 2020-2023,ICLR’ 2021,ICML’ 2022, 2020,VCIP’ 2020, 2019, ICMLDS’ 2019, 2018

开设课程:

-        本科课程:《认知计算》、《计算智能》

-        研究生课程:《机器学习》、《深度学习》

部分研究论文:

[1]   Yixuan Ma, Xiaolin Zhang, Peng Zhang, Kun Zhan. Entropy Neural Estimation for Graph Contrastive Learning. ACM International Conference on Multimedia (ACM MM), 2023. CCF A类会议

[2]   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. CCF A类会议

[3]   张鹏,张晓林。包永堂,贲晛烨,单彩峰. 换装行人重识别研究进展. 中国图象图形学报,2023. 中国图象图形学会T1类期刊

[4]   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, 2022. SCI, 中科院一区,Top期刊

[5]   Lingxiang Yao, Worapan Kusakunniran, Peng Zhang, Qiang Wu, Jian Zhang. Improving Disentangled Representation Learning for Gait Recognition using Group Supervision. IEEE Transactions on Multimedia, 2022. SCI,中科院一区,Top期刊

[6]   Zhenyu Liu, Zhang Zhang, Da Li, Peng Zhang, Caifeng Shan. Dual-branch self-attention network for pedestrian attribute recognition. Pattern Recognition Letters, 2022. SCI,中科院三区

[7]   Yongtang Bao, Pengfei Zhou, Peng Zhang, Yue Qi. Learning Unoccluded Face Texture Completion from Single Image in the Wild. Neural Computing Letters, 2022. SCI,中科院三区

[8]   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, 2021. SCI,中科院一区,Top期刊

[9]   Peng Zhang, Qiang Wu, Xunxiang Yao, Jingsong Xu. “Beyond modality alignment: Learning part-level representation for visible-infrared person re-identification.” Image and Vision Computing, 2021. SCI,中科院三区

[10]         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, 2020. SCI,中科院一区,Top期刊

[11]         Peng Zhang, Jingsong Xu, Qiang Wu, Jian Zhang, Yan Huang. “Top-Push Constrained Modality-Adaptive Dictionary Learning for Cross-Modality Person Re-Identification.” IEEE Transactions on Circuits and Systems for Video Technology, 2020SCI,中科院一区,Top期刊

[12]         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, 2020. SCI,中科院一区,Top期刊

[13]         Xianye Ben, Peng Zhang, Zhihui Lai, Rui Yan, Xinliang Zhai, Weixiao Meng. “A General Tensor Representation Framework for Cross-view Gait Recognition.” Pattern Recognition, 2019. SCI,中科院 一区,Top期刊

[14]         Peng Zhang, Qiang Wu, Jingsong Xu. “VT-GAN: View Transformation GAN for Gait Recognition Across Views.” The International Joint Conference on Neural Network (IJCNN), 2019. CCF C会议

[15]         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. CCF C会议

[16]         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.

[17]         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, 2019. SCI,中科院一区,Top期刊

[18]         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, 2019. SCI,中科院一区,高被引论文

[19]         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. 2019. SCI, 中科院一区,Top期刊

[20]         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, 2016. SCI,中科院三区

[21]         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. SCI中科院三区

[22]         Peng Zhang, Xianye Ben, Rui Yan, Chen Wu, Chang Guo. “Micro-expression recognition system.” Optik, 2016. SCI,中科院三区

[23] Peng Zhang, Xianye Ben, Wei Jiang, Rui Yan, Yiming Zhang. “Coupled marginal discriminant mappings for low-resolution face recognition.” Optik, 2015. SCI,中科院三区