Currently, I am a Ph.D. in Electronic Engineering at The Chinese University of Hong Kong, under the supervision of Professor Yixuan Yuan. Prior to this, I earned a Masterโs degree in Engineering from Shanghai Jiao Tong University and a Bachelorโs degree in Engineering from Tianjin University.
I have some research experience in medical/optical/SAR image processing and the anti-rotation interference capability of neural networks. Currently, I am exploring how to utilize AI for work related to the gut-brain axis.
Please feel free to contact me at 1155255420@link.cuhk.edu.hk for any communications related to my researches or anything else that I can help with.
๐ฅ News
- 2025.08๏ผย ๐๐ Feel happy and honored for joining Professor Yuanโs lab at The Chinese University of Hong Kong! ๐
- 2025.05๏ผย ๐๐ Feel honored to have been awarded the title of Shanghai Outstanding Graduate๏ผ๐ฎ
- 2025.01๏ผย ๐๐ After 425 days, the article has finally been accepted by TIP!!! โจ
- 2024.11๏ผย ๐๐ Feel happy for receiving National Scholarship! ๐
- 2024.10๏ผย ๐๐ Feel happy for being honored as The Merit Student of Shanghai Jiao Tong University! ๐
- 2023.12๏ผย ๐๐ It was my honor to receive first-class academic scholarship from Shanghai Jiao Tong University. ๐ฎ
- 2023.11๏ผย ๐๐ It was my honor to receive the COSCO Shipping Scholarship from Shanghai Jiao Tong University. ๐ฎ
- 2022.09: ย ๐๐ Admitted by the School of Electronic Information and Electrical Engineering(SEIEE) of Shanghai Jiao Tong University! โจ
- 2022.06: ย ๐๐ Feel happy for graduation from TJU! ๐
๐ Educations
- 2025.03-present: ย Ph.D. in CUHK. Major: Electronic Engineering
- 2022.09-2025.03: ย Master student in SJTU. Major: School of Electronic Information and Electrical Engineering
- 2018.09 -2022.06: ย Undergraduate student in TJU. Major: Electrical Engineering
๐ Publications
PreCM: The Padding-based Rotation Equivariant Convolution Mode for Semantic Segmentation
Xinyu Xu, Huazhen Liu, Huilin Xiong, Wenxian Yu, Tao Zhang*.
IEEE Transactions on Image Processing, 2025.01
- Universal rotation equivariant convolution-group framework
- Component for replacing convolution
Rotation Perturbation Robustness in Point Cloud Analysis: A Perspective of Manifold Distillation
Xinyu Xu, Feiming Wei, Huilin Xiong, Wenxian Yu, Tao Zhang*.
IEEE Transactions on Circuits and Systems for Video Technology, 2024.08(In Peer Review)
- Online distillation
- Robustness against the rotation perturbation
Deep ensemble learning-driven fully automated multi-structure segmentation for precision craniomaxillofacial surgery
Jiahao Baoโ , Zongcai Tanโ , Yifeng Sunโ , Xinyu Xuโ , et al.
Frontiers in Bioengineering and Biotechnology, 2025.04
- Segmentation of craniomaxillofacial structures
- Ensemble learning
An Information-expanding Network for Water Body Extraction based on U-net
Xinyu Xu, Weiwei Guo, Zenghui Zhang, Tao Zhang*.
IEEE Geoscience and Remote Sensing Letters, 2023
- Rotation equivariant convolution
- Rotation-based channel attention mechanism
Flood Change Detection Based on Prior Feature Estimation
Xinyu Xu, Mingkang Xiong, Sinong Quan, et al.
IEEE International Geoscience and Remote Sensing Symposium, 2024
- Heterogeneous image
- Change detection
PolSAR Ship Detection with the Information Reconstruction-based Polarimetric Covariance Matrix
Xinyu Xu, Tao Zhang, Zenghui Zhang, Weiwei Guo, and Wenxian Yu.
PhotonIcs and Electromagnetics Research Symposium, 2023
- PolSAR ship detection
- Yamaguchi 4-decomposition
Water Body Detection Based on an Improved U-Net
Xinyu Xuโ , Huazhen Liuโ , Zenghui Zhang, Weiwei Guo, Tao Zhang*
IEEE International Geoscience and Remote Sensing Symposium, 2023
- Water body Segmentation
- Rotation equivariance
