Intelligent image processing

Machine learning and target recognition

Radar system design and algorithm development

Remote sensing image processing and information acquisition

Admissions (for Summer Camp or Application System):

PhD:

0810 Information and Communication Engineering – Radar Imaging and Intelligent Information Acquisition

0854 Electronic Information – Communication and Information

Master’s:

0810 Information and Communication Engineering – Intelligent Perception

0854 Artificial Intelligence – Intelligent Perception and Aerospace Information

Associate Editor, IEEE Geoscience and Remote Sensing Letters

Associate Editor, Frontiers in Remote Sensing

Senior Member, IEEE

Senior Member, Chinese Association for Artificial Intelligence

Senior Member, Chinese Institute of Electronics

Committee Member, Radio Wave Propagation Branch, Chinese Institute of Electronics

Committee Member, Aerospace Information Branch, Chinese Institute of Electronics

Selected for National High-Level Talent Programme, 2024

Selected for Eastern Talent Programme – Top Project, 2023

First Prize of Shanghai Natural Science Award (Second Contributor), 2022

Dean’s Award, School of Information Science and Technology, Fudan University, 2009, 2017, 2021

Champion, Tianzhi Cup Artificial Intelligence Challenge, 2019, 2020

Sept. 1997 – Jul. 2001: Undergraduate, Harbin Institute of Technology

Sept. 2001 – Jul. 2003: Master’s student, Harbin Institute of Technology

Oct. 2003 – Sept. 2006: PhD student, Kochi University of Technology, Japan

Jan. 2008 – Aug. 2008: Visiting Scholar, Waseda University, Japan

Oct. 2006 – present: Fudan University

Undergraduate courses: Machine Learning; Introduction to Electronic Systems.

Postgraduate courses: Microwave Remote Sensing Theory; Advances in Satellite Remote Sensing.

Books:

Xu Feng, Wang Haipeng，Jin Yaqiu，"Intelligent Interpretation of Synthetic Aperture Radar Images"，Science Press， 2020.9. ISBN 978-7-03-065991-0 ，TN958，703 thousand characters.

Selected Journal Articles:

[1]. H. Jia, X. Pu, Q. Liu, H. Wang and F. Xu, "A Fast Progressive Ship Detection Method for Very Large Full-Scene SAR Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024, Art no. 5206615, doi: 10.1109/TGRS.2024.3369637.

[2]. H. Lin, H. Wang , F. Xu and Y. -Q. Jin, "Target Recognition for SAR Images Enhanced by Polarimetric Information," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024, Art no. 5204516, doi: 10.1109/TGRS.2024.3361931.

[3]. K. Wu, F. Cai and H. Wang , "CTMANet: A CNN-Transformer Hybrid Semantic Segmentation Network for Fine-Grained Airport Extraction in Complex SAR Scenes," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, doi: 10.1109/JSTARS.2024.3361927.

[4]. Y. Qian, X. Pu, H. Jia, H. Wang and F. Xu, "ARNet: Prior Knowledge Reasoning Network for Aircraft Detection in Remote Sensing Images," in IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2024.3359764.

[5]. W. Li, H. Wang and P. Ma, "Spatial Correlation-Constrained Low-Rank Modeling for SAR Image Change Detection," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-15, 2024, Art no. 5201415, doi: 10.1109/TGRS.2023.3344062.

[6]. X. Xiao, H. Jia ， Q. Wang, P. Xiao, C. Fan, Z. Li, and H. Wang , "Aircraft Detection and Classification Based on Joint Probability Detector Integrated with Scattering Attention" IEEE Transactions on Aerospace and Electronic Systems , 2023.

[7]. X. Pu, H. Jia, Y. Xin, F. Wang, and H. Wang , "Ship Detection in Low-Quality SAR Images via an Unsupervised Domain Adaption Method" Remote Sensing 15, no. 13: 3326, 2023. https://doi.org/10.3390/rs15133326

[8]. W. Zhou, S. -I. Kamata, H. Wang and X. Xue, "Multiscanning-Based RNN–Transformer for Hyperspectral Image Classification," in IEEE Transactions on Geoscience and Remote Sensing , vol. 61, pp. 1-19, 2023, Art no. 5512319, doi: 10.1109/TGRS.2023.3277014..

[9]. P. Xiao, T. Xu, X. Xiao, W. Li, H. Wang , "Distillation Sparsity Training Algorithm for Accelerating Convolutional Neural Networks in Embedded Systems," Remote Sensing . 2023; 15(10):2609. https://doi.org/10.3390/rs15102609

[10]. W. Li, P. Ma, H. Wang , and C. Fang, “SAR-TSCC: A Novel Approach for Long Time Series SAR Image Change Detection and Pattern Analysis," IEEE Transactions on Geoscience and Remote Sensing , vol. 61, pp. 1-16, 2023, Art no. 5203016, doi: 10.1109/TGRS.2023.3243900.

[11]. X. Xiao, H. Jia, P. Xiao, and H. Wang , "Aircraft Detection in SAR Images Based on Peak Feature Fusion and Adaptive Deformable Network," Remote Sensing . 2022, 14(23), 6077. https://doi.org/10.3390/rs14236077

[12]. J. Cui, H. Jia, H. Wang and F. Xu, "A Fast Threshold Neural Network for Ship Detection in Large Scene SAR Images," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 6016-6032, 2022, doi: 10.1109/JSTARS.2022.3192455.

[13]. C. Zhang, P. Liu, H. Wang and Y.-Q. Jin, "A Review of Recent Advance of Ship Detection in Single-Channel SAR Images," in Waves in Random and Complex Media, 33:5-6, 1442-1473, 2023, DOI: 10.1080/17455030.2022.2078016.

[14]. W. Li, X. Xiao, P. Xiao, H. Wang and F. Xu, "Change Detection in Multi-Temporal SAR Images Based on Slow Feature Analysis Combined with Improving Image Fusion Strategy," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 15, pp. 3008-3023, 2022.

[15]. Y. Fan, F. Wang, and H. Wang , "A Transformer-based Coarse to Fine Wide Swath SAR Image Registration Method under Weak Texture Condition," Remote Sensing . 2022; 14(5):1175. https://doi.org/10.3390/rs14051175

[16]. Q. Guo, Y. Qian, H. Wang , W.-M. Yu, F. Xu, T.Cui and Y.-Q. Jin, " Recognition Rate Versus Substitution Rate Curve: An Objective Utility Assessment Criterion of Simulated Training Data," IEEE Transactions on Geoscience and Remote Sensing , vol. 60, pp. 1-15, 2022, Art no. 5224415, doi: 10.1109/TGRS.2022.3154932.

[17]. W. Zhou, S. -i. Kamata, Z. Luo and H. Wang , "Multiscanning Strategy-Based Recurrent Neural Network for Hyperspectral Image Classification," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-18, 2022, Art no. 5521018, doi: 10.1109/TGRS.2021.3138742.

[18]. L. Yu, Z. Zeng, A. Liu, X. Xie, H. Wang , F. Xu, and W. Hong, "A Lightweight Complex-Valued DeepLabv3+ for Semantic Segmentation of PolSAR Image," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 15, pp. 930-943, 2022, doi: 10.1109/JSTARS.2021.3140101.

[19]. H. Jia, Q. Guo, J. Chen, F. Wang, H. Wang and F. Xu, "Adaptive Component Discrimination Network for Airplane Detection in Remote Sensing Images," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 14, pp. 7699-7713, 2021, doi: 10.1109/JSTARS.2021.3098296.

[20]. Q. Guo, H. Wang and F. Xu, "Scattering Enhanced Attention Pyramid Network for Aircraft Detection in SAR Images," in IEEE Transactions on Geoscience and Remote Sensing , vol. 59, no. 9, pp. 7570-7587, Sept. 2021, doi: 10.1109/TGRS.2020.3027762.

[21]. Xiyue Hou, Wei Ao, Qian Song, Haipeng Wang & Feng Xu, “FUSAR-Ship: building a high-resolution SAR-AIS matchup dataset of Gaofen-3 for ship detection and recognition,” Science China Inf. Sci. 63, 140303 (2020).

[22]. H. Wang , S. Li, Y. Zhou, S. Chen, “SAR Automatic Target Recognition Using a Roto-Translational Invariant Wavelet-Scattering Convolution Network,” Remote Sensing 2018, 10(4), 501; doi: 10.3390/rs10040501.

[23]. W. Ao, F. Xu, Y. Li and H. Wang , “Detection and Discrimination of Ship Targets in Complex Background From Spaceborne ALOS-2 SAR Images,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 11, no. 2, pp. 536-550, 2018.

[24]. Z. Zhang, H. Wang , F. Xu, and Y.-Q. Jin, "Complex-Valued Convolutional Neural Network and Its Application in Polarimetric SAR Image Classification," IEEE Transactions on Geoscience and Remote Sensing, vol.55, no. 12, pp.7177-7188, 2017.

[25]. Y. Zhou, H. Wang , F. Xu, and Y.-Q. Jin, “Polarimetric SAR Image Classification Using Deep Convolutional Neural Networks,” IEEE Geosci ence and Remote Sens ing letters, vol.13 no.12, pp.1935-1939 , 2016.

[26]. Y. Li, H. Wang , H. Zhang, and F. Xu, “Anisotropic Analysis of Polarimetric Scattering and Case Studies with UAVSAR Images,” International Journal of Remote Sensing , vol. 37, no. 21, pp. 5176-5195 , 2016.

[27]. S. Chen, H. Wang , F. Xu and Y.-Q. Jin, “Target Classification Using the Deep Convolutional Networks for SAR Images,” IEEE Transactions on Geoscience and Remote Sensing, vol.54, no. 8, pp.4806-4817, 2016.

[28]. H. Wang , S. Chen and F. Xu, “Saliency Detector for Polarimetric SAR Images based on Pattern Recurrence,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , vol. 9, no. 7, pp. 2891-2900, 2016.

[29]. F. Xu, H. Wang , Y.-Q. Jin, X. Liu, R. Wang and Y. Deng, “Impact of cross-polarization isolation on polarimetric target decomposition and target detection,” Radio Science , vol. 50, no. 4, pp. 327-338, 2015.

[30]. S. Chen, H. Wang , F. Xu and Y.-Q. Jin, “Automatic Recognition of Isolated Buildings on Single-Aspect SAR Image Using Range Detector,” IEEE Geosci ence and Remote Sens ing letters , vol. 12, no. 2, pp. 219-223 , 2015.

[31]. H.Wang , T.L.Wang, F. Xu and K. Ouchi, “ Assess ment of Building Damage In 2008 Wenchuan Earthquake from Multi-temporal SAR Images Using Getis Statistic,” IEICE Transactions on Communications . vol.E9 4 -B, no.1 1 , pp.2983-2986,2011. ISSN: 0916-8516

[32]. H . Wang and K.Ouchi, “A Simple Moment Method of Forest Biomass Estimation from Non-Gaussian Texture Information by High-Resolution Polarimetric SAR,” IEEE Geosci ence and Remote Sens ing letters. vol.7 no.4, pp.811-815 , 20 10 .

[33]. H.Wang , F.Xu, Y-Q Jin and K.Ouchi, “ Estimation of Bridge Height over Water from Polarimetric SAR Image Data Using Mapping and Projection Algorithm and De-Orientation Theory ”, IEICE Transactions on Communications . vol.E92-B, no.12, pp.3875-3882,2009. ISSN: 0916-8516

[34]. S-I Hwang, H. Wang , and K.Ouchi, “Comparison and Evaluation of Ship Detection and Identification Algorithms using Small Boats and ALOS-PALSAR”, IEICE Transactions on Communications . vol. E92-B, no.12, pp.3883-3892, 2009.

[35]. H.Wang , F.Xu, and Y-Q Jin, “Estimation of the Bridge Height over Water Using Polarimetric SAR Data,” Journal of Remote Sensing , 2009 ， 13(3):391-396.

[36]. H . Wang and K.Ouchi, “Accuracy of the K -distribution regression model for forest biomass estimation by high-resolution polarimetric SAR: Comparison of model estimation and field data,” IEEE Trans actions on Geosc ience and Remote Sens ing , vol.46, no.4, pp. 1058-1064, 2008. ISSN: 0196-2892

[37]. H.Wang , K.Ouchi, M.Watanabe, M.Shimada, T.Tadono, A.Rosenqvist, S.A.Romshoo, M.Matsuoka, T.Moriyama, and S.Uratsuka, “In Search of the Statistical Properties of High-Resolution Polarimetric SAR Data for the Measurements of Forest Biomass beyond the RCS Saturation Limits,” IEEE Geosci. Remote Sens . lett ., vo.3 no.4, pp.495-499 , 2006. ISSN: 1545-598X

[38]. K.Ouchi, H.Wang , N.Ishitsuka, G.Saito and K.Mohri, “On the Bragg Scattering Observed in L-band Synthetic Aperture Radar Images of Flooded Rice Fields”, IEICE Trans. Commun ., vol.E89-B, no.8, pp.2218-2225, 2006.

[39]. K.Ouchi and H.Wang , “Interlook cross-correlation function of speckle in SAR images of sea surface processed with partially overlapped subapertures,” IEEE Trans, Geosci. Remote Sens. , vol.43, no.4, pp.695-701, 2005.