人工智能, 计算机视觉, 卒中筛查, 给药机器人, 成像大模型，医学影像后处理, 脑机接口

Artificial intelligence, computer vision, stroke screening, drug delivery robots, large-scale imaging models, medical image post-processing, brain-computer interface

南京航空航天大学本硕毕业. 

东南大学博士毕业. 

Graduated with Bachelor's and Master's degrees from Nanjing University of Aeronautics and Astronautics.

Graduated with a PhD from Southeast University.

美国藤校博士后. 曾在多所国家(美, 英, 法, 澳, 西班牙, 沙特, 日本等)等多所QS/泰晤士前150大学担任正式教职(包括研究员,正教授,讲席教授,系主任等)与荣誉教职(荣誉教授, 荣誉研究员, 客座/访问教授等). 

He is a postdoctoral researcher from a top American university. He has held full-time and honorary teaching positions (including department head, chair professor, and full professor) at numerous universities in various countries (including the USA, UK, France, Australia, Spain, Saudi Arabia, Japan, etc.), many of which are ranked among the top 150 by QS or Times Higher Education.

(曾)担任多个国内国际学术项目的（联合）负责人，包括美国国家卫生研究院和英国工程物理科学研究委员会。

目前担任: 

1. 国家重点研发计划, 《基于多模态影像再生技术****》, 课题负责人

2. 国家重点研发计划课题, 《高分辨率心血管***》, 核心参与。

3. 江苏省教育厅项目, 《国产化AI'三协同'***》, 核心参与

He served as the (co-)principal investigator for multiple domestic and international academic projects, including those funded by the US National Institutes of Health and the UK Engineering and Physical Sciences Research Council.

Currently serving as:

1. Principal Investigator, National Key R&D Program Project: Multimodal Imaging-Based Reconstruction Technology...

2. Core Participant, National Key R&D Program Project: High-Resolution Cardiovascular...

3. Core Participant, Jiangsu Provincial Department of Education: Domestically Developed AI 'Triple-Synergy'...

（共同）撰写了100多篇中科院一区二区文章。包括IEEE Trans系列80多篇，ESI高被引论文80余篇，热点论文20余篇。 Google引用48k+，h指数117。部分论文见下: 

He has co-authored over 100 papers in the top-tier and second-tier journals of the Chinese Academy of Sciences (CAS). This includes over 80 papers in IEEE Transactions series, over 80 ESI highly cited papers, and over 20 hot papers. They have over 48,000 Google citations and an h-index of 117. Some of their papers are listed below.

1. Curve-like structure extraction using minimal path propagation with Backtracking, IEEE Transactions on Image Processing, 2016, 25(2): 988-1003 

2. Structure-adaptive Fuzzy Estimation for Random-Valued Impulse Noise Suppression, IEEE Transactions on Circuits and Systems for Video Technology, 2018, 28(2): 414-427 

3. Knowledge-aided 2-D Autofocus for Spotlight SAR Filtered Backprojection Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(11): 9041-9058 

4. mDixon-Based synthetic CT generation for PET attenuation correction on abdomen and pelvis jointly using transfer fuzzy clustering and active learning-based classification, IEEE Transactions on Medical Imaging, 2020, 39(4): 819-832 

5. Brain networks of maintenance, inhibition and disinhibition during working memory, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2020, 28(7): 1518-1527

6. Mixing patterns in social trust networks: A social identity theory perspective, IEEE Transactions on Computational Social Systems, 2021, 8(5): 1249-1261

7. Deep Recurrent Entropy Adaptive Model for System Reliability Monitoring, IEEE Transactions on Industrial Informatics, 2021, 17(2): 839-848

8. A heuristic neural network structure relying on fuzzy logic for images scoring, IEEE Transactions on Fuzzy Systems, 2021, 29(1): 34-45

9. ResNet-SCDA-50 for breast abnormality classification, IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2021, 18(1): 94-102

10. Deep Spatio-Temporal Representation and Ensemble Classification for Attention deficit/Hyperactivity disorder, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2021, 29: 1-10

11. Optimization of Electric Vehicle Networks and Heterogeneous Networking in Future Smart Cities, IEEE Transactions on Intelligent Transportation Systems, 2021, 22(3): 1748-1751

12. SAR Speckle Removal using Hybrid Frequency Modulations, IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(5): 3956-3966 

13. Probability Ordinal-preserving Semantic Hashing for Large-Scale Image Retrieval, ACM Transactions on Knowledge Discovery from Data, 2021, 15(3): 37

14. Structure-Aided 2-D Autofocus for Airborne Bistatic Synthetic Aperture Radar, IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(9): 7500-7516

15. Smart identification of topographically variant anomalies in brain magnetic resonance imaging using a fish school-based fuzzy clustering approach, IEEE Transactions on Fuzzy Systems, 2021, 29(10): 3165-3177

16. Confidence-and-Refinement Adaptation Model for Cross-Domain Semantic Segmentation, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(7): 9529-9542

17. MRDDANet: A multiscale residual dense dual attention network for SAR image denoising, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, Article ID: 5214213

18. From less to more: progressive generalized zero-shot detection with curriculum learning, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(10): 19016-19029

19. Ensemble learning with attention-based multiple instance pooling for classification of SPT, IEEE Transactions on Circuits and Systems II: Express Briefs, 2022, 69(3): 1927-1931

20. MMatch: semi-supervised discriminative representation learning for multi-view classification, IEEE Transactions on Circuits and Systems for Video Technology, 2022, 32(9): 6425-6436

21. An Attention-based Wavelet Convolution Neural Network for Epilepsy EEG Classification, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2022, 30: 957-966

22. SSAU-Net: A Spectral–Spatial Attention-Based U-Net for Hyperspectral Image Fusion, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 5542116

23. FINet: a feature interaction network for SAR ship object-level and pixel-level detection, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, 5239215

24. AdaD-FNN for chest CT-Based COVID-19 diagnosis, IEEE Transactions on Emerging Topics in Computational Intelligence, 2023, 7(1): 5-14

25. Probabilistic combination of non-linear eigenprojections for ensemble classification, IEEE Transactions on Emerging Topics in Computational Intelligence, 2023, 7(5): 1431-1441

26. An adaptive threshold channel estimation approach for RIS-assisted wireless communications, IEEE Transactions on Consumer Electronics, 2024, 70(1): 780-790

27. LG-DBNet: Local and Global Dual-Branch Network for SAR Image Denoising, IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 5205515

28. DNN-DANM: A High-Accuracy Two-Dimensional DOA Estimation Method Using Practical RIS, IEEE Transactions on Vehicular Technology, 2024, 73(2): 1792-1802

29. Research on knowledge graph-Aware offloading optimization and content acquisition methods for air-ground collaboration in VANETs, IEEE Transactions on Vehicular Technology, 2024, 73(3): 4309-4325

30. EAYv3-CFC^3: ensemble learning with attention-based Yv3 combined with CFC^3 loss for obscenity detection, IEEE Transactions on Emerging Topics in Computational Intelligence, 2024, 8(2): 1097–1101

31. From Concept to Instance: Hierarchical Reinforced Knowledge Graph Reasoning, IEEE Transactions on Emerging Topics in Computational Intelligence, 2024, 8(5): 3665-3677

32. Imagery Overlap Block Compressive Sensing with Convex Optimization, IEEE Transactions on Intelligent Transportation Systems, 2024, 25(7): 8076–8092

33. Social-Aware Assisted Edge Collaborative Caching Based on Deep Reinforcement Learning Joint with Digital Twin Network in Internet of Vehicles, IEEE Transactions on Intelligent Transportation Systems, 2024, 25(10): 14785-14802

34. A RIS-Based Vehicle DOA Estimation Method With Integrated Sensing and Communication System, IEEE Transactions on Intelligent Transportation Systems, 2024, 25(6): 5554-5566

35. DFINet: Dual-way Feature Interaction Network for Long-Term Series Forecasting, IEEE Transactions on Instrumentation and Measurement, 2024, 73: 2527112

36. 2-D/3-D Medical Image Registration Based on Feature-Point Matching, IEEE Transactions on Instrumentation & Measurement, 2024, 73: 5037609

37. Distributed RAN slicing based on MATD3 joint with evolutionary game assisted user association for MEC-enabled HetNets, IEEE Transactions on Wireless Communications, 2025, 24(1): 260-276

38. An asymptotic multiscale symmetric fusion network for hyperspectral and multispectral image fusion, IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 5503016

39. MADDPG-M&L: UAV-Assisted Joint User Association and Slicing Resource Allocation in HetNets, IEEE Transactions on Network Science and Engineering, 2025, 12(4): 2878-2894

40. A Robust Deep Learning-Based DOA Super-resolution Estimation Method with Single Snapshot, IEEE Transactions on Vehicular Technology, 2025, 74(10): 15148-15161

41. Willingness Allocation-Assisted Cooperative Localization Algorithm Based on Competitive Game for Resource-Constrained Environment, IEEE Transactions on Green Communications and Networking, 2025, 9(2): 498-512

42. Brain-Shapelet: A Framework for Capturing Instantaneous Abnormalities in Brain Activity for Autism Spectrum Disorder Diagnosis, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2025, 33: 2770–2780

43. Forward-looking Imaging for Array Radar via Optimized Space-time Superresolution Method, IEEE Transactions on Aerospace and Electronic Systems, 2025, 61(6): 15768-15782

44. Distributed grade-clustering assisted computing offloading optimization for cooperative vehicular edge networks with near-field communications, IEEE Transactions on Cognitive Communications and Networking, 2025, 12: 4089-4104

45. Channel self-attention residual network: learning micro-expression recognition Features from augmented motion flow images, IEEE Transactions on Affective Computing, 2025, 16(4): 3215-3230

46. GM2FFNet: Grouped Multiscale Multiangle Feature Fusion Network with Center Attention for Hyperspectral Image Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025, 18: 20375-20389

47. Guest Editorial: Domain Adaptation and Generalization for Biomedical and Health Informatics, IEEE Journal of Biomedical and Health Informatics, 2025, 29(8): 5365-5367

48. Prediction of the Tensile Strength of Sandstones using Image Processing and GMDH Techniques, International Journal of Geo-Engineering, 2025, 16: 17

49. DFWA-Net: Dual-domain Feature-enhanced with Wavelet Attention Network for SAR Ship Detection, IEEE Geoscience and Remote Sensing Letters, 2025, 22: 4011605

50. Demand Response in a Green Multiaccess Edge Computing: An EEH-Enabled Contract System via Hypergraph, IEEE Internet of Things Journal, 2025, 12(22): 48484-48500

51. EEG-DG: a multi-source domain generalization framework for motor imagery EEG classification, IEEE Journal of Biomedical and Health Informatics, 2025, 29(4): 2484-2495

授权发明专利40多项, 部分见下: 

• 一种三维打印用双轴圆筒直线电机平面直驱运动系统

• 一种机载偏振多光谱遥感成像仪、成像方法及确定地面摇杆目标的方法

• 一种基于三维打印机打印电机绕组的装置及其方法

• 一种基于保偏光纤测量和神经网络分类的风力发电机故障诊断方法

• 一种老年人室内活动搀扶机器人系统及其应用方法

• 一种大脑功能网络特征分类方法

• 一种基于膨胀卷积神经网络的MCI分类方法

• 一种基于知识图谱感知的空地协作卸载和内容获取方法

• 一种基于改进粒子群算法的无人机航迹规划方法及系统

• 一种基于功能子网络特征的认知功能状态预测方法

• 一种基于改进粒子群算法的无人机航迹规划方法及系统

• 基于策略梯度算法和博弈的分布式多维网络资源切片方法

• 无人机辅助下基于用户关联的RAN切片资源分配方法

• 基于分层博弈和多智能体近端策略优化的协作定位方法

More than 40 authorized invention patents, some of which are listed below:

• A planar direct-drive motion system for a dual-axis cylindrical linear motor for 3D printing

• An airborne polarization multispectral remote sensing imager, imaging method, and method for determining ground-based joystick targets

• A device and method for printing motor windings based on a 3D printer

• A method for diagnosing wind turbine faults based on polarization-maintaining fiber measurement and neural network classification

• A robot system for assisting elderly people's indoor activities and its application method

• A brain functional network feature classification method

• An MCI classification method based on dilated convolutional neural networks

• A method for air-to-ground collaborative offloading and content acquisition based on knowledge graph perception

• A method and system for UAV trajectory planning based on an improved particle swarm optimization algorithm

• A method for predicting cognitive functional states based on functional subnetwork features

• A method and system for UAV trajectory planning based on an improved particle swarm optimization algorithm.

• A distributed multi-dimensional network resource slicing method based on policy gradient algorithms and game theory.

• UAV-assisted user-centric RAN slicing resource allocation method

• A collaborative localization method based on hierarchical game theory and multi-agent proximal policy optimization.

世界领导学院荣誉会士、英国工程技术协会会士、欧洲创新联盟会士、英国计算机学会会士。IEEE和ACM高级会员、ACM杰出讲者。

2014-2018年中国高被引学者（计算机科学）。2019-2025年科睿唯安全球高被引科学家。斯坦福大学2020-2023年世界前2%科学家。

Honorary Fellow of the World Leadership Academy, Fellow of the Institution of Engineering and Technology (IET), Fellow of the European Alliance for Innovation, Fellow of the Society for Computing Machinery (SCM). Senior Member of IEEE and ACM, ACM Distinguished Speaker.

Highly Cited Researcher in China (Computer Science) 2014-2018. Clarivate Analytics Highly Cited Researcher Globally 2019-2025. Stanford University Top 2% Scientists Worldwide 2020-2023.

学术报告

曾受邀在哈佛大学、伦敦大学学院（UCL）、伯明翰大学、谢菲尔德大学、萨里大学、曼彻斯特都会大学、德蒙福特大学、波兰科学院、华沙大学、哈塞尔特大学（比利时）、德布勒森大学（匈牙利）、香港城市大学等知名高校，进行逾140场学术报告。

He has given over 140 invited talks at famous universities, including Harvard University, University College London (UCL), University of Birmingham, University of Sheffield, University of Surrey, Manchester Metropolitan University, De Montfort University, Polish Academy of Sciences, University of Warsaw, Hasselt University (Belgium), Debrecen University (Hungary), City University of Hong Kong, etc.

招生

招生需求：博士生2-3名/年(建议有中科院一区或二区论文1篇)、硕士生4-5名/年、本科生3-4名/年。

Recruitment needs: 2-3 doctoral students per year (preferably with one publication in a Chinese Academy of Sciences Zone 1 or Zone 2 journal), 4-5 master's students per year, and 3-4 undergraduate students per year.

招聘

欢迎与我联系申请CJ学者(海外高水平大学正教授或讲席教授, 特别优秀的可以放宽到副教授)、海优（年薪70W左右）、上岗正高、上岗副高、至善博士后（年薪35W+）、普通博士后（年薪18W+）、访问学者(学费: 2W)职位！

Please feel free to contact me to apply for the following positions: Changjiang Scholar (full professor or chair professor from a top overseas university; exceptionally outstanding candidates may be considered at the associate professor level), outstanding overseas talent (annual salary around 700,000 RMB), tenured full professor, tenured associate professor, Zhishan Postdoctoral Fellow (annual salary 350,000+ RMB), regular postdoctoral fellow (annual salary 180,000+ RMB), and visiting scholar (tuition fee: 20,000 RMB)!