Research output per year
Research output per year
Personal profile
Biography
Dr. Zhang’s research interests include deep learning, artificial intelligence, remote sensing, change detection, object recognition, and spatial data quality. He has developed a series of deep learning algorithms for remote sensing object extraction (e.g., building, landslide, boulder etc.) and change detection, and such algorithms are integrated into a software that has been applied to multiple departments, including Civil Engineering and Development Department in Hong Kong, Zhejiang Geographic Information Center, Jiangsu Academy of Surveying and Mapping Engineering, and Beijing Institute of Surveying and Mapping in China.
Research interests
- Deep learning
- Explainable artificial intelligence
- Remote sensing image processing
- Change detection
- 2D & 3D spatial data quality
- Web/Mobile GIS
Teaching
Principle of GIS
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Bachelor of Engineering, Wuhan University
Master of Engineering, Wuhan University
Doctor of Engineering, Wuhan University
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Collaborations and top research areas from the last five years
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Research output
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A Feature Difference Convolutional Neural Network-Based Change Detection Method
Zhang, M. & Shi, W., Oct 2020, In: IEEE Transactions on Geoscience and Remote Sensing. 58, 10, p. 7232-7246 15 p., 9052762.Research output: Journal article publication › Journal article › Academic research › peer-review
257 Citations (Scopus) -
Advances and Challenges in Deep Learning-Based Change Detection for Remote Sensing Images: A Review through Various Learning Paradigms
Wang, L., Zhang, M., Gao, X. & Shi, W., Mar 2024, In: Remote Sensing. 16, 5, 804.Research output: Journal article publication › Review article › Academic research › peer-review
Open Access14 Citations (Scopus) -
An Efficient Graph Convolutional RVFL Network for Hyperspectral Image Classification
Zhang, Z., Cai, Y., Liu, X., Zhang, M. & Meng, Y., Jan 2024, In: Remote Sensing. 16, 1, 37.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access1 Citation (Scopus) -
CDasXORNet: Change detection of buildings from bi-temporal remote sensing images as an XOR problem
Chen, S., Shi, W., Zhou, M., Zhang, M., Yu, Y., Sun, Y., Guan, L. & Li, S., Jun 2024, In: International Journal of Applied Earth Observation and Geoinformation. 130, 103836.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access4 Citations (Scopus) -
A multilevel stratified spatial sampling approach based on terrain knowledge for the quality assessment of OpenStreetMap dataset in Hong Kong
Liu, Y., Shi, W., Zhang, H. & Zhang, M., Feb 2023, In: Transactions in GIS. 27, 1, p. 290-318 29 p.Research output: Journal article publication › Journal article › Academic research › peer-review
6 Citations (Scopus)
Prizes
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ETNet Smart Living Partnership Awards 2022
Shi, W. Z. (Recipient), Zhang, M. (Recipient), Zhang, A. (Recipient) & Sun, Y. (Recipient), 27 Feb 2023
Prize: Prize (research)
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Faculty Award for Outstanding Achievement in Knowledge Transfer: Society (Team Award)
Shi, W. (Recipient), Zhang, M. (Recipient) & Zhang, A. (Recipient), 2021
Prize: Prize (research)
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First Prize for the Science and Technology Progress Award in Surveying and Mapping
Cai, C. (Recipient), Shi, W. (Recipient), Xu, Z. (Recipient), Xuan, Z. (Recipient), Zhang, K. (Recipient), Zhang, M. (Recipient), Lv, Y. (Recipient), Liu, F. (Recipient), Wang, M. (Recipient), Xiao, X. (Recipient), Chen, S. (Recipient), Qian, L. (Recipient), Sun, Y. (Recipient), Peng, W. (Recipient) & Guo, X. (Recipient), Sept 2023
Prize: Prize (research)
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Gold Medal at the 48th International Exhibition of Inventions of Geneva
Shi, W. Z. (Recipient), Tong, C. (Recipient), Shi, Z. (Recipient), Zhang, A. (Recipient), Zhang, M. (Recipient), Sun, Y. (Recipient), Pu, Z. (Recipient), Liu, Y. (Recipient), Yang, D. (Recipient) & Bai, C. (Recipient), 28 Apr 2023
Prize: Prize (research)
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Gold Medal in 48th Geneva International Exhibition of Inventions
Shi, W. Z. (Recipient), Zhang, A. (Recipient), Zhang, M. (Recipient) & Sun, Y. (Recipient), 28 Apr 2023
Prize: Prize (research)
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