Xinyu Zhou

Dr. Zhou is a Postdoctoral Research Fellow at Nanyang Technological University, working with Prof. Jianfei Yang. His research interests include Computer Vision, Embodied AI, and Autonomous Driving.

Experience

• Postdoctoral Research Fellow, 2025-present
  • Nanyang Technological University (NTU), Singapore
• Joint Master student, 2018-2020
  • Institute of Automation， Chinese Academy of Sciences, Beijing, China

Education

• Ph.D. in Computer Vision, 2020-2024
  • Fudan University, Shanghai, China
• Master of Engineering, 2017-2020
  • Xiangtan University, Xiangtan, China
• Bachelor of Engineering, 2013-2017
  • Dalian Minzu University, Dalian, China

Academic Service

Reviewer for top-tier conferences, including NeurIPS, ICML, ICLR, CVPR, ICCV, ECCV, etc.

First-Author Publications

[1] Dynamic Semantic-Aware Correlation Modeling for UAV Tracking

Xinyu Zhou, Tongxin Pan, Lingyi Hong, Pinxue Guo, HaiJing Guo, Zhaoyu Chen, Kaixun Jiang, Wenqiang Zhang

Advances in Neural Information Processing Systems (NeurIPS 2025)

[2] DeTrack: In-model Latent Denoising Learning for Visual Object Tracking.

Xinyu Zhou, Jinglun Li, Lingyi Hong, Kaixun Jiang, Pinxue Guo, Weifeng Ge, Wending Zhang

Advances in Neural Information Processing Systems (NeurIPS 2024)

[3] Reading Relevant Feature from Global Representation Memory for Visual Object Tracking.

XinyuZhou, Pinxue Guo, Lingyi Hong, Jinglun Li, Wei Zhang, Weifeng Ge, Wending Zhang

Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023)

[4] ERV-Net: An efficient 3D residual neural network for brain tumor segmentation.

Xinyu Zhou, Xuanya Li, Kai Hu, Yuan Zhang, Zhineng Chen, Xieping Gao

Expert Systems with Applications, 2021