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孫鑫 教授


孫鑫 博士

教授 博導/碩導

電子郵箱：xinsun@cityu.edu.mo

電話：(853)85902294

辦公地址：澳門城市大學(氹仔)大豐樓T213室

 

教育經歷

2013　計算機應用, 吉林大學, 中國

2010　計算機應用, 吉林大學, 中國

2007　計算機科學與技術, 吉林大學, 中國

 

科研經歷

慕尼黑工業大學 研究員

慕尼黑大學 博士後

 

現任

澳門城市大學數據科學學院教授

 

曾任教科目

數據挖掘

人工智能

 

研究方向

機器學習、計算機視覺、具身智能、機器人技術、環境遙感

 

科研專案

  1. Science and Technology Development Fund, Macao SAR: AI Interaction Technologies on Digital Twins for Cultural Tourism Experiences (Grant No. 0006/2024/RIA1), Sep. 2024-Aug. 2027(PI) 2M MOP

 

研究及出版

  1. Yuting Yang, Xin Sun*, Junyu Dong, Kin-Man Lam, Xiao Xiang Zhu, Attention-ConvNet Network for Ocean Front Prediction via Remote Sensing SST Images, IEEE Transactions on Geoscience and Remote Sensing, 2024
  2. Li Qian, Jing Qian, Xin Sun, Wengang Guo, and Christian Böhm, ADOD: Adaptive Density Outlier Detection. IEEE International Conference on Data Mining (ICDM) 2024. (CCF B)
  3. Wei Ye, Hao Tian, Shuhao Tang, Xin Sun. Enhancing Shortest-Path Graph Kernels via Graph Augmentation. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2024. (CCF B)
  4. Yuting Yang, Ying Gao, Xin Sun, Yakun Ju, Cong Zhang, Kin-Man Lam . A comprehensive dataset for dynamic analysis of ocean front. Intell. Mar. Technol. Syst. 2, 20 (2024).
  5. Xuanchen Zhou, Gengshen Wu, Xin Sun, Pengpeng Hu, Yi Liu, Attention-Based Multi-Kernelized and Boundary-Aware Network for image semantic segmentation, Neurocomputing, Volume 597, 2024, 127988
  6. Fei Zhou, Xin Sun*, Chengze Sun, Junyu Dong and Xiao Xiang Zhu. Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-16, 2023.
  7. Xin Sun, Yu Zhang, Changrui Chen, Sihang Xie, Junyu Dong. High-order paired-ASPP for deep semantic segmentation networks, Information Sciences, 2023, 119364.
  8. Fei Zhou, Xin Sun, Junyu Dong, Xiao Xiang Zhu. SurroundNet: towards effective low-light image enhancement, Pattern Recognition 141, 109602, 2023
  9. Xin Sun, Zenghui Song, Yongbo Yu, Junyu Dong, Claudia Plant, Christian Böhm. Network Embedding via Deep Prediction Model, in IEEE Transactions on Big Data, 2022.
  10. Xin Sun, Changrui Chen, Xiaorui Wang, Junyu Dong, Huiyu Zhou, Sheng Chen. Gaussian Dynamic Convolution for Efficient Single-Image Segmentation, IEEE Transactions on Circuits and Systems for Video Technology, vol. 32, no. 5, pp. 2937-2948, May 2022.
  11. Qingxuan Lv, Xin Sun*, Changrui Chen, Junyu Dong, Huiyu Zhou. Parallel Complement Network for Real-Time Semantic Segmentation of Road Scenes, IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 5, pp. 4432-4444, May 2022.
  12. Haoran Zhao, Xin Sun*, Junyu Dong, Changrui Chen and Zihe Dong, Highlight Every Step: Knowledge Distillation via Collaborative Teaching, in IEEE Transactions on Cybernetics, vol. 52, no. 4, pp. 2070-2081, April 2022.
  13. Qingxuan Lv, Mingzhe Feng, Xin Sun*, Junyu Dong, Changrui Chen, Yu Zhang. Embedded Attention Network for Semantic Segmentation, IEEE Robotics and Automation Letters, vol. 7, no. 1, pp. 326-333, Jan. 2022.
  14. Haoran Zhao, Xin Sun*, Junyu Dong, Zihe Dong, Qiong Li. Knowledge distillation via instance-level sequence learning, Knowledge-Based Systems, Vol. 233, 2021, 107519.
  15. Xin Sun, Yongbo Yu, Yao Liang, Junyu Dong, Claudia Plant, Christian Böhm. Fusing attributed and topological global-relations for network embedding, Information Sciences, vo. 558, 2021, 76-90.
  16. Yu Zhang, Xin Sun*, Junyu Dong, Changrui Chen, Qingxuan Lv. GPNet: Gated pyramid network for semantic segmentation, Pattern Recognition, Vo.115, 2021, 107940.
  17. Xin Sun, Meng Zhang, Junyu Dong, Redouane Lguensat, Yuting Yang, Xirong Lu. A Deep Framework for Eddy Detection and Tracking from Satellite Sea Surface Height Data, IEEE Transactions on Geoscience and Remote Sensing, 59(9): 7224-7234, Sept. 2021.
  18. Xin Sun, Hongwei Xv, Junyu Dong, Huiyu Zhou, Qiong Li, Changrui Chen. Few-shot Learning for Domain-specfic Fine-grained Image Classification, IEEE Transactions on Industrial Electronics, 68(4): 3588-3598, April 2021, doi: 10.1109/TIE.2020.2977553.

 

學術獎項

  1. Runner-up of the Object Detection Challenge in Vision Meets Drones of ICCV 2019