Dr. Fan Zhang
Professor,Doctoral Supervisor
Director of Institute of Remote Sensing Technology
Email: zhangf@mail.buct.edu.cn
Background
Zhang Fan, Professor, Doctoral Supervisor, Vice Dean of School of Information Technology, also member of Beijing University of Chemical Technology Degree Evaluation Committee, Director of Institute of Remote Sensing Technology.
graduated from Institute of Electronics, Chinese Academy of Sciences in 2008, majoring in Signal and Information Processing, and received Ph.D. degree, worked in Beijing University of Chemical Technology (BUCT) since post-doctoral termination from Chinese Academy of Sciences (CAS) in 2010. As a visiting scholar to the University of Illinois at Urbana-Champaign, USA, and the Technische Universität Dresden, Germany, for visiting research in 2014 and 2017.
Areas of Research of Expertise
Synthetic Aperture Radar (SAR) signal processing, SAR image interpretation, high performance computing, etc.
SAR/optical remote sensing image processing, artificial intelligence, etc.
Teaching
Signals and Systems
CUDA Parallel Computing
Introduction to Artificial Intelligence, etc
Research
Funded Research Projects
The National Natural Science Foundation of China:
Research on unbiased detection of SAR targets based on deep long-tail learnin(National Natural Science Foundation of China)
Multi-angle SAR Target Recognition Based on Deep Recursive Learning in Resource-Constrained Environment(National Natural Science Foundation of China)
Mixed-Granularity Parallel Simulation of Multi-Dimensional SAR Echo Driven by Irregular Problems(National Natural Science Foundation of China)
Main Achievements & Awards
Presided over more than 30 projects of the National Natural Science Foundation of China (NSFC), published more than 100 academic papers, including more than 40 papers in IEEE journals, 4 papers in CVPR/ICLR/ICCV/etc., and 7 highly cited papers in ESI, and served as editorial board member of Radar Journal, council member of Graduate Student Education Branch of the Chinese Society of Electronics Education, etc. Awarded the Beijing Natural Science and Technology Award. Awarded the Second Prize of Beijing Natural Science (Rank 1) and the Young Teaching Master Award of Beijing University of Chemical Technology.
Five Representative Publications
Zhao Q, Dai Y, Li H, Hu W, Zhang F*, Liu J. LTGC: Long-Tail Recognition via Leveraging Generated Content. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. 【CCF A】
Zhang F, Sun X, Ma F*, Yin Q. Superpixelwise likelihood ratio test statistic for PolSAR data and its application to built-up area extraction. ISPRS Journal of Photogrammetry and Remote Sensing, 2024.
Zhao Q, Zhang F*, Hu W, Feng S, Liu J. OHD: An Online Category-aware Framework for Learning with Noisy Labels under Long-Tailed Distribution. IEEE Transactions on Circuits and Systems for Video Technology, 2023.
Ma F, Sun X, Zhang F*, et al. What Catch Your Attention in SAR Images: Saliency Detection Based on Soft-Superpixel Lacunarity Cue [J]. IEEE Transactions on Geoscience and Remote Sensing, 2023.
Zhao Q, Jiang C, Hu W, Zhang F*, Liu J. MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition. IEEE/CVF International Conference on Computer Vision (ICCV), 2023. 【CCFA】
Ma F, Zhang F*, Xiang D, et al. Fast Task-Specific Region Merging for SAR Image Segmentation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022.
Cheng J, Xiang D, Yin Q, Zhang F*. A Novel Crop Classification Method Based on the Tensor-GCN for Time-Series PolSAR Data [J]. IEEE Transactions on Geoscience and Remote Sensing, 2022.
Ni J, Zhang F*, Yin Q, et al. Random neighbor pixel-block-based deep recurrent learning for polarimetric SAR image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021.
Ma F, Zhang F*, Zhang W, et al. Fast SAR Image Segmentation With Deep Task-Specific Superpixel Sampling and Soft Graph Convolution[J]. IEEE Transactions on Geoscience and Remote Sensing, 2020.