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)何鴻燊樓S501 A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. Wei Ye, Wengang Guo, Shuhao Tang, Hao Tian, Xin Sun, Xiaofeng Cao, Heng Tao Shen. Distributional Shortest-Path Graph Kernels, IEEE Transactions on Knowledge and Data Engineering, 2025
2. Jinlong Wang, Xingtao Yang, Haoran Zhao, Yunting Wu, Xin Sun, Dynamic density adaptive clustering and blockchain integration for efficient federated learning, Pattern Recognition Letters, V. 197, 2025, pp 267-273
3. Xueyu Han, Xin Sun, Susanto Rahardja, Fast tone mapping operator for high dynamic range image using prior information, Signal Processing: Image Communication, V. 139, 2025, 117395
4. Shanwen Wang, Xin Sun*, Changrui Chen, Danfeng Hong, Jungong Han. Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention. IEEE Transactions on Geoscience and Remote Sensing, 2025
5. Zhaopeng Deng, Zheng Zhou, Haoran Zhao, Xiaolin Chen, Danfeng Hong, Xin Sun. Progressive Cluster-Guided Knowledge Distillation for Remote Sensing Image Scene Classification, Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025
6. Haohan Shi, Fei Zhou, Xin Sun*, Jungong Han. Rethinking the Upsampling Layer in Hyperspectral Image Super Resolution, IEEE Transactions on Multimedia, 2025
7. Yinghao Xu, Hao Wang, Fei Zhou, Chunbo Luo, Xin Sun, Susanto Rahardja, Peng Ren. MambaHSISR: Mamba hyperspectral image super-resolution, IEEE Transactions on Geoscience and Remote Sensing, 2025
8. Wengang Guo, Wei Ye, Chunchun Chen, Xin Sun,  Christian Böhm, Claudia Plant, Susanto Rahardja, IEEE Transactions on Multimedia, 2025
9. 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, vol. 62, pp. 1-16, 2024, no. 4212516.
10. 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.
11. Fei Zhou, Xin Sun, Junyu Dong, Xiao Xiang Zhu. SurroundNet: towards effective low-light image enhancement, Pattern Recognition 141, 109602, 2023
12. Xin Sun, Zenghui Song, Yongbo Yu, Junyu Dong, Claudia Plant, Christian Böhm. Network Embedding via Deep Prediction Model, in IEEE Transactions on Big Data, vol.9, no.2, 2023.
13. Haoran Zhao, Xin Sun*, Junyu Dong, Hui Yu, Gaige Wang, Multi-instance semantic similarity transferring for knowledge distillation, Knowledge-Based Systems, Vol. 256, 2022, 109832.
14. 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.
15. 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.
16. 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.
17. 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.
18. Yu Zhang, Xin Sun*, Junyu Dong, Changrui Chen, Qingxuan Lv. GPNet: Gated pyramid network for semantic segmentation, Pattern Recognition, Vo.115, 2021, 107940.
19. 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.
20. 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