2023

• Optimizing traffic efficiency via a reinforcement learning approach based on time allocation.

  Xiang, Chao, Zhongming Jin, Zhengxu Yu, Xian-Sheng Hua, Yao Hu, Wei Qian, Kaili Zhu, Deng Cai, and Xiaofei He

  International Journal of Machine Learning and Cybernetics 14, no. 10 (2023): 3381-3391.

2022

• Progressive Transfer Learning.

  Zhengxu Yu, Zhongming Jin, Long Wei, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua

  IEEE Trans. Image Processing (TIP), vol. 31, pp. 1340-1348, 2022, doi: 10.1109/TIP.2022.3141258.

• Lidar point cloud guided monocular 3d object detection.

  Peng, Liang, Fei Liu, Zhengxu Yu, Senbo Yan, Dan Deng, Zheng Yang, Haifeng Liu, and Deng Cai.

  ECCV 2022

2021

• Urban Traffic Light Control via Active Multi-agent Communication and Supply-Demand Modeling.

  Xing Guo, Zhengxu Yu, Pengfei Wang, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-shen Hua ( Co-first author)

  IEEE Transactions on Knowledge and Data Engineering DOI: 10.1109/TMM.2021.3119133

  [paper]

• Apparel-invariant Feature Learning for Apparel-changed Person Re-identification.

  Zhengxu Yu, Yilun Zhao, Bin Hong, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua
  IEEE Transactions on Multimedia

  DOI: 10.1109/TMM.2021.3119133

  [paper]

2020

• Apparel-invariant Feature Learning for Apparel-changed Person Re-identification.

  Zhengxu Yu, Yilun Zhao, Bin Hong, Zhongming Jin, Jianqiang Huang, Deng Cai, Xian-Sheng Hua

  arXiv preprint arXiv:2008.06181

  [paper]

• Stable Learning via Causality-based Feature Rectification.

  Zhengxu Yu, Pengfei Wang, Junkai Xu, Liang Xie, Zhongming Jin, Jianqiang Huang, Xiaofei He, Deng Cai, Xian-Sheng Hua

  arXiv preprint arXiv:2007.15241

  [paper]

• MaCAR: Urban Traffic Light Control via Active Multi-agent Communication and Action Rectification.

  Zhengxu Yu, Shuxian Liang, Long Wei, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua

  Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI-PRICAI’2020). Main track. Pages 2491-2497. (Acceptence Rate: 12.3% (592/4717))

  [paper] | [BibTex]

• SIF: Self-Inspirited Feature Learning for Person Re-Identification.

  Long Wei, Zhenyong Wei, Zhongming Jin, Zhengxu Yu, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua

  IEEE Trans. Image Processing (TIP) 29: 4942-4951 (2020)

  [paper]

• PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module.

  Liang Xie, Chao Xiang, Zhengxu Yu, Guodong Xu, Zheng Yang, Deng Cai, Xiaofei He.

  The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI’2020). (Acceptence rate: 16.2% (1150/7095))

  [paper] | [BibTex]

2019

• Dual Graph for Traffic Forecasting.

  Long Wei*, Zhengxu Yu*, Zhongming Jin, Liang Xie, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua

  * Co-first author

  IEEE ACCESS (2019)

  [paper]

• Progressive Transfer Learning for Person Re-identification.

  Zhengxu Yu, Zhongming Jin, Long Wei, Jishun Guo, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua

  The 28th International Joint Conference on Artificial Intelligence (IJCAI’2019). (Acceptence rate: 17.9% (850/4752))

  [paper] | [Code] | [BibTex]