姓    名:刘文

性    别:男

出生年月:1987.01

职称/职务:教授/博士生导师

学位/学历:博士/博士研究生

邮    箱:wenliu“AT”whut.edu.cn

个人简历:

刘文，2015年博士毕业于香港中文大学，湖北省杰出青年科学基金项目和国家优秀青年科学基金项目获得者，中国航海学会科技突出贡献团队核心成员，斯坦福大学全球前2%顶尖科学家、Scilit高被引学者;担任IET ITS (CCF推荐)和IEEE OJVT (JCR-1区)等5本SCI检索期刊副主编;重要期刊Information Fusion客座编辑。主要从事船舶智能航行、智能水路交通系统等领域中视觉导航、轨迹数据计算、多传感器融合、风险计算等基础理论与方法的研究;主持国家自然科学基金项目(3项)、国家重点研发计划课题等国家级项目6项;在IEEE T-ITS/T-PAMI/T-VT/T-IV/T-II/IoT-J、CVPR等重要期刊和会议发表论文100余篇(含ESI高被引论文9篇、ESI热点论文1篇);获会议最佳/优秀论文奖4次、省部级科技进步奖4项。指导学生获机器人及人工智能大赛国家一等奖(3次)、大学生交通运输科技大赛国家奖(5次)、“挑战杯”国家银奖/省金奖/省特等奖等省部级及以上竞赛奖励近60项;参与公益演讲/报告近10次;被评为国家级竞赛优秀指导教师(2次)、武汉理工大学学生“我心目中最喜爱的老师”、武汉理工大学“青年教学名师”和计算机学院优秀班主任等。

课程教学:

本科生:航海数学、机器学习、数字图像处理、智能交通与人类生活(GX)

研究生:机器学习与智能计算(硕士)、基于MATLAB的数据分析(硕士)、船舶交通大数据分析(博士)、交通环境模拟及仿真技术(博士)、交通信息感知与数据挖掘(博士)

学术论文:

(01) 通讯作者, FLCSDet: Federated learning-driven cross-spatial vessel detection for maritime surveillance with privacy preservation, IEEE Transactions on Intelligent Transportation Systems, 2024. (中科院一区期刊)

(02) 第一作者, Real-time multi-scene visibility enhancement for promoting navigational safety of vessels under complex weather conditions, IEEE Transactions on Intelligent Transportation Systems, 2024, 25(12): 19979-19994. (中科院一区期刊)

(03) 通讯作者, Double domain guided real-time low-light image enhancement for ultra-high- definition transportation surveillance, IEEE Transactions on Intelligent Transportation Systems, 2024, 25 (8): 9550-9562. (中科院一区期刊)

(04) 通讯作者, Multi-task learning-enabled automatic vessel draft reading for intelligent maritime surveillance, IEEE Transactions on Intelligent Transportation Systems, 2024, 25(5): 4552-4564. (中科院一区期刊)

(05) 共同作者, Convolutional low-rank tensor representation for structural missing traffic data imputation, IEEE Transactions on Intelligent Transportation Systems, 2024, 25 (11): 18847-18860. (中科院一区期刊)

(06) 共同作者, WaterScenes: A multi-task 4D radar-camera fusion dataset and benchmarks for autonomous driving on water surfaces, IEEE Transactions on Intelligent Transportation Systems, 2024, 25 (11): 16584-16598. (中科院一区期刊)

(07) 通讯作者, Asynchronous trajectory matching-based multimodal maritime data fusion for vessel traffic surveillance in inland waterways, IEEE Transactions on Intelligent Transportation Systems, 2023, 24(11): 12779-12792. (中科院一区期刊)

(08) 共同作者, Visual exposes you: Pedestrian trajectory prediction meets visual intention, IEEE Transactions on Intelligent Transportation Systems, 2023, 24 (9): 9390-9400. (中科院一区期刊)

(09) 通讯作者, Fine-grained vessel traffic flow prediction with a spatio-temporal multi-graph convolutional network, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(12): 23694-23707. (中科院一区期刊)

(10) 共同作者, Big data driven vessel trajectory and navigating state prediction with adaptive learning, motion modeling and particle filtering techniques, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(4): 3696-3709. (中科院一区期刊, ESI高被引论文)

(11) 共同作者, A highly efficient vehicle taillight detection approach based on deep learning, IEEE Transactions on Intelligent Transportation Systems, 2021, 22(7): 4716-4726. (中科院一区期刊)

(12) 第一作者, Deep network-enabled haze visibility enhancement for visual IoT-driven intelligent transportation systems, IEEE Transactions on Industrial Informatics, 2023, 19(2): 1581-1591. (中科院一区期刊, ESI高被引论文)

(13) 通讯作者, GradDT: Gradient-guided despeckling transformer for industrial imaging sensors. IEEE Transactions on Industrial Informatics, 2023, 19(2): 2238-2248. (中科院一区期刊)

(14) 第一作者，STMGCN: Mobile edge computing-empowered vessel trajectory prediction using spatio-temporal multi-graph convolutional network, IEEE Transactions on Industrial Informatics, 2022, 18 (11): 7977-7987. (中科院一区期刊, ESI高被引论文)

(15) 共同作者, Privacy-preserving anomaly detection in cloud manufacturing via federated transformer, IEEE Transactions on Industrial Informatics, 2022, 18 (12): 8977-8987. (中科院一区期刊)

(16) 第一作者, AiOENet: All-in-one low-visibility enhancement to improve visual perception for intelligent marine vehicles under severe weather conditions, IEEE Transactions on Intelligent Vehicles, 2024, 9(2): 3811-3826. (中科院一区期刊)

(17) 第一作者, Deep learning-powered vessel trajectory prediction for improving smart traffic services in maritime Internet of Things, IEEE Transactions on Network Science and Engineering, 2022, 9 (5): 3080-3094. (中科院一区期刊, ESI高被引/热点论文)

(18) 第一作者, Intelligent edge-enabled efficient multi-source data fusion for autonomous surface vehicles in maritime Internet of Things, IEEE Transactions on Green Communications and Networking, 2022, 6 (3): 1574-1587.

(19) 通讯作者, Haze visibility enhancement for promoting traffic situational awareness in vision-enabled intelligent transportation, IEEE Transactions on Vehicular Technology, 2023, 72(12): 15421-15435.

(20) 共同作者, Social attention network fused multi-patch temporal-variable dependency based trajectory prediction for internet of vehicles, IEEE Internet of Things Journal, 2024, 11(19): 32244-32258. (中科院一区期刊)

(21) 共同作者, Online learning based fast-convergent and energy-efficient device selection in federated edge learning, IEEE Internet of Things Journal, 2023, 10(6): 5571-5582. (中科院一区期刊)

(22) 第一作者, Data-driven trajectory quality improvement for promoting intelligent vessel traffic services in 6G-enabled maritime IoT systems, IEEE Internet of Things Journal, 2021, 8 (7): 5374-5385. (中科院一区期刊, ESI高被引论文, 入选交通运输部重大科技创新成果库)

(23) 通讯作者, GPU-accelerated compression and visualization of large-scale vessel trajectories in maritime IoT industries, IEEE Internet of Things Journal, 2020, 7(11): 10794-10812. (中科院一区期刊)

(24) 通讯作者, MDSFE: Multi-scale deep stacking fusion enhancer network for visual data enhancement, IEEE Transactions on Instrumentation and Measurement, 2023, 72: 5004012.

(25) 通讯作者, Blind image despeckling using multi-scale attention-guided neural network, IEEE Transactions on Artificial Intelligence, 2024, 5(1): 205-216.

(26) 通讯作者, MTRBNet: Multi-branch topology residual block-based network for low-light enhancement, IEEE Signal Processing Letters, 2022, 29: 1127-1131.

(27) 第二作者, Rank-one prior: Real-time scene recovery, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023, 45(7): 8845-8860. (中科院一区期刊, CCF-A)

(28) 第一作者, QSD-LSTM: Vessel trajectory prediction using long short-term memory with quaternion ship domain, Applied Ocean Research, 2023, 136: 103592.

(29) 共同作者, Mixed traffic conditions of autonomous and human-driven ships: Assessing channel traffic capacity bounds and optimizing channel management, Ocean Engineering, 2024, 314: 119734. (中科院一区期刊)

(30) 共同作者, Estimation of vessel link-level travel time distribution: A directed network-driven approach, Ocean Engineering, 2024, 313: 119371. (中科院一区期刊)

(31) 第一作者, From ports to routes: Extracting multi-scale shipping networks using massive AIS data, Ocean Engineering, 2024, 311: 118969. (中科院一区期刊)

(32) 通讯作者, AISClean: AIS data-driven vessel trajectory reconstruction under uncertain conditions, Ocean Engineering, 2024, 306: 117987. (中科院一区期刊)

(33) 通讯作者, Improving maritime traffic surveillance in inland waterways using the robust fusion of AIS and visual data, Ocean Engineering, 2023, 275: 114198. (中科院一区期刊)

(34) 通讯作者, Data-driven methods for detection of abnormal ship behavior: Progress and trends, Ocean Engineering, 2023, 271: 113673. (中科院一区期刊)

(35) 第一作者, Ship collision risk analysis: Modeling, visualization and prediction, Ocean Engineering, 2022, 266: 112895. (中科院一区期刊)

(36) 第一作者, An enhanced CNN-enabled learning method for promoting ship detection in maritime surveillance system, Ocean Engineering, 2021, 235: 109435. (中科院一区期刊, ESI高被引论文, 入选交通运输部重大科技创新成果库)

(37) 通讯作者, An unsupervised learning method with convolutional auto-encoder for vessel trajectory similarity computation, Ocean Engineering, 2021, 225: 108803. (中科院一区期刊)

(38) 第一作者, Attention-guided lightweight generative adversarial network for low-light image enhancement in maritime video surveillance, The Journal of Navigation, 2022, 75(5): 1100-1117.

(39) 通讯作者, Lightweight deep network-enabled real-time low-visibility enhancement for promoting vessel detection in maritime video surveillance, The Journal of Navigation, 2022, 75(1): 230-250. (ESI高被引论文)

(40) 通讯作者, Deep-learning-empowered visual ship detection and tracking: Literature review and future direction, Engineering Applications of Artificial Intelligence, 2024. (中科院一区期刊)

(41) 第一作者, Spatio-temporal multi-graph transformer network for joint prediction of multiple vessel trajectories, Engineering Applications of Artificial Intelligence, 2024, 129: 107625. (中科院一区期刊)

(42) 通讯作者, Deep learning-based object detection in maritime unmanned aerial vehicle imagery: Review and experimental comparisons, Engineering Applications of Artificial Intelligence, 2024. (中科院一区期刊)

(43) 通讯作者, Orientation-aware ship detection via a rotation feature decoupling supported deep learning approach, Engineering Applications of Artificial Intelligence, 2023. (中科院一区期刊)

(44) 第一作者, Low-light visibility enhancement for improving visual surveillance in intelligent waterborne transportation systems, IET Intelligent Transport Systems, 2024, 18(9): 1632-1651. (CCF-C)

(45) 通讯作者, A two-step image stabilisation method for promoting visual quality in vision-enabled maritime surveillance systems, IET Intelligent Transport Systems, 2023, 17(2): 435-449. (CCF-C)

(46) 第二作者,Spatially adapted first and second order regularization for image reconstruction: From an image surface perspective, Journal of Scientific Computing, 2022, 92(2): 33. (计算数学类权威期刊)

(47) 第一作者, A predictor–corrector iterated Tikhonov regularization for linear ill-posed inverse problems, Applied Mathematics and Computation, 2013, 221: 802-818. (计算数学类中科院一区期刊，硕士工作)

招生信息:

(1)偏重于基础研究的同学，将采取与朋友课题组(中国科学院、天津大学、中山大学、武汉大学、澳大利亚、新加坡、中国香港等)进行联合培养的模式;偏重于工程应用的同学，将重点围绕课题组原有系统平台升级需求研发可落地应用的先进技术，优秀且靠谱同学将给予充分自由的实习;

(2)本人承诺将亲力亲为指导研究生;在课题组经费充足前期下，将为研究生提供有竞争力的科研补助(至少目前还凑合)，且多劳多得;

(3)本人招生不在乎学生出身和专业，但非常期待学生是否具有较强的动手能力或独立思考能力，以及正常的三观、良好的精神面貌和团结协作精神;

(4)近5年，课题组获评校优秀硕(博)士学位论文3篇、校三好研究生标兵1人、硕(博)士研究生国家奖学金6人次;研究生毕业生在新加坡国立大学等国内外高校攻读博士或做博士后6人、华为/字节跳动等“大厂”工作5人(算法岗)、教育系统奉献者3人、中船/中电系统奉献者3人、银行系统工作2人、公务员系统奉献者2人等。