师资队伍

师资队伍

陈磊

助理研究员
信息处理研究所
教育背景

2016年9月至2020年6月在天津大学电气自动化与信息工程学院信息与通信工程专业学习,获工学博士学位

2013年9月至2016年6月在天津大学电子信息工程学院信息与通信工程专业学习,获工学硕士学位

2009年9月至2013年6月在天津大学求是学部通信工程专业学习,获工学学士学位


学术兼职

中国计算机学会 (CCF) 多媒体技术专委会执行委员

中国自动化学会 (CAA) 模式识别与机器智能专委会执行委员

国际期刊Journal of Visual Communication and Image Representation (JVCI) 特刊首席客座编辑


工作履历

2022年11月至2024年1月 北京科技大学计算机与通信工程学院 副教授

2020年7月至2022年10月 清华大学自动化系 助理研究员



研究领域

计算机视觉、模式识别


研究概况

国家自然科学基金青年项目,结构化文本引导的三维人体动作生成方法研究,2024.1-2026.12,主持

博士后创新人才支持计划项目,面向服务机器人的人体动作理解,2021.5-2022.10,主持



奖励与荣誉

北京科技大学2022-2023学年本科生“优秀导师”,2023


学术成果

论文:

1.Lei Chen, Zhanjie Song*. Frame-part-activated deep reinforcement learning for Action Prediction, Pattern Recognition Letters (PRL), 2024.

2.Kai Li, Xiaobin Zhu, Song-Lu Chen, Feng Chen, Xu-Cheng Yin, Lei Chen*, Hypersphere guided Embedding for Masked Face Recognition, Pattern Recognition Letters (PRL), 2023, 174: 46-51.

3.Jia-Wei Ma, Min Liang, Lei Chen*, Shu Tian, Song-Lu Chen, Jingyan Qin*, Xu-Cheng Yin, Sample Weighting with Hierarchical Equalization Loss for Dense Object Detection, IEEE Transactions on Multimedia, 2023.

4.Xiaojin Fan, Ruitao Hou, Lei Chen, Liehuang Zhu, Jingjing Hu*, Transfer Subspace Learning via Label Release and Contribution Degree Distinction, Information Sciences, 2023, 642: 118724.

5.Wenjia Geng , Yong Liu , Lei Chen*, Sujia Wang , Jie Zhou , Yansong Tang, Learning Multi-Scale Video-Text Correspondence for Weakly Supervised Temporal Article Grounding, AAAI Conference on Artificial Intelligence (AAAI), 2024.

6.Zhiheng Li, Wenjia Geng, Muheng Li, Lei Chen, Yansong Tang*, Jiwen Lu, Jie Zhou, Skip-Plan: Procedure planning in instructional videos via condensed action space learning. International Conference on Computer Vision (ICCV), 2023: 10297-10306.

7.Lei Chen, Jiwen Lu*, Zhanjie Song, Jie Zhou, Ambiguousness-Aware State Evolution for Action Prediction, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022, 32(9): 6058-6072.

8.Muheng Li, Lei Chen (共同一作), Jiwen Lu*, Jianjiang Feng, and Jie Zhou, Order-Constrained Representation Learning for Instructional Video Prediction, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022, 32(8): 5438-5452

9.Lei Chen, Muheng Li, Yueqi Duan, Jiwen Lu*, Jie Zhou, Uncertainty-Aware Representation Learning for Action Segmentation, International Joint Conference on Artificial Intelligence (IJCAI), 2022, 2: 1-6.

10.Muheng Li, Lei Chen, Yueqi Duan, Jianjiang Feng, Jie Zhou*, Zhilan Hu, Jiwen Lu, Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022: 19880-19889.

11.Lei Chen, Jiwen Lu*, Zhanjie Song, Jie Zhou, Recurrent Semantic Preserving Generation for Action Prediction, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021, 31(1): 231-245.

12.Lei Chen, Zhanjie Song*, Jiwen Lu, Jie Zhou, Learning Principal Orientations and Residual Descriptor for Action Recognition, Pattern Recognition (PR), 2019, 86: 14-26.

13.Yueqi Duan, Lei Chen, Jiwen Lu*, Jie Zhou, Deep Embedding Learning with Discriminative Sampling Policy, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019: 4964-4973.

14.Lei Chen, Jiwen Lu*, Zhanjie Song, Jie Zhou, Part-Activated Deep Reinforcement Learning for Action Prediction, European Conference on Computer Vision (ECCV), 2018: 421-436.

15.Lei Chen, Jiwen Lu*, Zhanjie Song, Jie Zhou, Learning Principal Orientations Descriptor for Action Recognition, Asian Conference on Pattern Recognition (ACPR), 2017: 55-60.


专利:

1. 基于深度强化学习的行为预测方法及装置, ZL201810067588.0, 鲁继文,周杰,陈磊,段岳圻

2. 基于序列状态演进的行为预测方法及装置, ZL204910119828.1, 鲁继文,周杰,陈磊,段岳圻

3. 基于循环时域保持生成的行为预测方法和装置, ZL2019101213178.2, 鲁继文,周杰,陈磊,段岳圻