李玉军 博士/博士后，教授，博士生导师。山东大学信息科学与工程学院副院长，山东大学智慧法治大数据研究中心主任，国家重点研发计划项目首席科学家，司法部物联网重点实验室首席科学家。

长期从事大数据和人工智能领域的科研工作，是科技部和司法部在科技创领域的专家，入选国家“十四五社会治理和智慧社会重点专项“总体专家组，负责司法科技创新重大项目实施方案与指南编制工作。编制司法部“十四五”全国司法行政科技创新规划，编写全国司法行政科技创新的2021-2035年中长期发展规划。

近年来，主持负责了国家重点研发计划项目《服刑人员改造演化矫正技术与装备研究》，《智能物联网终端及系统研制与示范应用》，973课题《云服务多媒体应用平台的基础架构研究与应用研究》等。获得国家标准创新贡献一等奖，山东省科技进步奖、吴文俊人工智能奖等，发表论文50多篇，申请国家发明专利20项。

本人积极推进政产学研用相结合，推进科技成果转化和产品开发，政府法治建设与法律文书智能审核平台、监管大数据智能分析平台、监狱综合业务管理平台、监管场所指挥调度平台等系统已经在山东、江西、宁夏等省市的司法行政系统广泛应用，取得良好的社会和经济效益。

主要研究方向：

1.       自然语言处理：法律大语言模型、司法大数据智能分析技术、风险演化与量化评估技术、智能推荐；

2.       多模态融合计算：多模态行为分析技术、多模态情感计算技术、医学影像分析，智能家居/普适计算；

• 1997-09-01-2001-06-01
  哈尔滨工业大学
  机械电子工程
• 1995-09-01-1997-07-01
  哈尔滨工业大学
  工程热物理
• 1991-09-01-1995-07-01
  哈尔滨工业大学
  流体传动及控制
• 1988-09-01-1991-07-01
  吉林通化矿务局高级中学

• 2014-12 — Now
  信息科学与工程学院山东大学信息科学与工程学院
  教授
• 2011-01 — 2014-11
  海信国家重点实验室
• 2009-01 — 2010-12
  海信宽带多媒体公司
• 2001-10 — 2008-12
  海信集团技术中心

1. 1. 自然语言处理：法律大语言模型、司法大数据智能分析技术、风险演化与量化评估技术、智能推荐； 2. 多模态融合计算：多模态行为分析技术、多模态情感计算技术、医学影像分析，智能家居/普适计算。

(1)王伟. Privacy-Preserving Sequential Recommendation with Collaborative Confusion .TOIS .2025 ,2 (43)

(2)李一然. Semantic consistency-guided hybrid-invariant transformer for domain adaptation in multiview echo quality assessment .《IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT》 .2025 (74)

(3)代昊. Adaptive single-hop and relay-selection-based double-hop D2D transmissions underlaying large-scale cellular networks .IEEE Transactions on Vehicular Technology .2024 ,10 (73):14936

(4)于嘉超. Cooperative edge-caching based transmission with minimum effective delay in heterogeneous cellular networks .COMPUTER COMMUNICATIONS .2024 (228)

(5)李邦军. Multi-Contrast Complementary Learning for Accelerated MR Imaging .IEEE Journal of Biomedical and Health Informatics .2023 :1-13

(6)曹艳坤. CMAR: A Pipeline for Cross-Modal Alignment and 3-D Reconstruction of Coronary Arteries Based on Key Bifurcation Vessel Measurements .《IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT》 .2024 ,73 :1-14

(7)权振振. MAWKDN: A Multimodal Fusion Wavelet Knowledge Distillation Approach Based on Cross-View Attention for Action Recognition .IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY .2023 :1-1

(8)李想. Multi-scale patch transformer with adaptive decomposition for carbon emissions forecasting .Engineering Applications of Artificial Intelligence .2025 (146)

(9)翟超. Wireless Powered Cooperative NOMA With Alamouti Coding and Selection Relaying .IEEE Transactions on Mobile Computing .2024 :1-16

(10)于嘉超. Cooperative non-orthogonal multiple access with D2D communication and opportunistic relaying in large-scale cellular networks .Computer Networks .2023 (224)

(11)倪志祥. A multi-object tracking method with adaptive dual decoder and better motion affinity .IEEE Access .2024 (12):20221

(12)陈清山. An unsupervised domain adaption approach for cross-modality RGB-infrared person re-identification .IEEE Sensors Journal .2023 ,24 (23):31399

(13) Nonlinear energy harvesting based alternate cooperative nonorthogonal multiple access with adaptive interference cancellation .Computer Networks .2024 (240)

(14)倪志祥. A high-quality trajectory generation method for the multi-person tracking .《Computers and Electrical Engineering》 .2024 (118)

(15)翟超. Wireless powered cooperative NOMA with Alamouti coding and selection relaying .IEEE Transactions on Mobile Computing .2024 ,2 (23):1366

(16)李想. An Intelligent Financial Fraud Detection Support System Based on Three-Level Relationship Penetration .Mathematics .2024 (12（14）)

(17)邓文韬. Syllogistic Reasoning for Legal Judgment Analysis .2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 .2023 :13997-14009

(18) Micro-expression spotting network based on attention and one dimensional convolutional sliding window .MULTIMEDIA SYSTEMS .2023 (1432-1882)

(19) Micro-expression spotting network based on attention and one dimensional convolutional sliding window .MULTIMEDIA SYSTEMS .2023 (1432-1882)

(20)王伟. User-Context Collaboration and Tensor Factorization for GNN-Based Social Recommendation .IEEE Transactions on Network Science and Engineering .2023 ,10 (6):3320

(21)贲晛烨. Tackling Micro-Expression Data Shortage via Dataset Alignment and Active Learning .IEEE Transactions on Multimedia .2023 (25):5429

(22)陈清山. MSIF: multi-spectrum image fusion method for cross-modality person re-identification .International Journal of Machine Learning and Cybernetics .2023

(23)崔笑笑. MCAL: An Anatomical Knowledge Learning Model for Myocardial Segmentation in 2-D Echocardiography .IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control .2022 ,69 (4):1277-1287

(24)李邦军. AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning .IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING .2020 (8)

(25)贲晛烨. Tackling Micro-Expression Data Shortage via Dataset Alignment and Active Learning .IEEE transactions on multimedia .2022

(26)赵强. Research on a Decision Prediction Method Based on Causal Inference and a Multi-Expert FTOPJUDGE Mechanism .MATHEMATICS .2022 ,10 (13)

(27)张冉冉. MVFStain: Multiple virtual functional stain histopathology images generation based on specific domain mapping. .Medical Image Analysis .2022 ,80 :102520

(28)朱孔凡. Legal Judgment Prediction Based on Multiclass Information Fusion .Complexity .2020 ,2020

(29)曹艳坤. Multiparameter Synchronous Measurement with IVUS Images for Intelligently Diagnosing Coronary Cardiac Disease .《IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT》 .2021 ,70

(30)胡伟凤. BERT_LF: A Similar Case Retrieval Method Based on Legal Facts .Wireless Communications & Mobile Computing .2022 ,2022

(31)孙国强. OL-JCMSR: A Joint Coding Monitoring Strategy Recommendation Model Based on Operation Log .MATHEMATICS .2022 ,10 (13)

(32)翟超. Nonorthogonal multiple access with energy harvesting-based alternate relaying .IEEE systems Journal .2022 ,16 (1):327

(33)翟超. Nonorthogonal multiple access with energy harvesting-based alternate relaying .IEEE systems Journal .2022 ,16 (1):327

(34)翟超. Nonorthogonal Multiple Access with Energy Harvesting-Based Alternate Relaying .IEEE systems Journal .2022 ,16 (1):327-338

(35)麦珍珍. Mobile Target Localization and Tracking Techniques in Harsh Environment Utilizing Adaptive Multi-Modal Data Fusion .IET COMMUNICATIONS .2021 (15):736

(36)吕由钢. Improving legal judgment prediction through reinforced criminal element extraction .Information Processing and Management .2022 ,59 (1)

(37)熊海良. Fault-Tolerant GNSS/SINS/DVL/CNS Integrated Navigation and Positioning Mechanism Based on Adaptive Information Sharing Factors .IEEE systems Journal .2020 ,14 (3):3744

(38)熊海良. Mobile Target Localization and Tracking Techniques in Harsh Environment Utilizing Adaptive Multi-Modal Data Fusion . IET Communications .2021 (15):736

(39)熊海良. Secure Secret Sharing With Adaptive Bandwidth in Distributed Cloud Storage Systems .IEEE Access .2020 (8):108148

(40)麦珍珍. Mobile Target Localization and Tracking Techniques in Harsh Environment Utilizing Adaptive Multi-Modal Data Fusion .IET COMMUNICATIONS .2021 ,15 (5):736

(41)张啸. HarMI: Human Activity Recognition via Multi-modality Incremental Learning .IEEE Journal of Biomedical and Health Informatics .2021 (1)

(42)翟超. Heterogeneous Non-Orthogonal Multiple Access With Distributed Alamouti Space-Time Coding .IEEE Transactions on Vehicular Technology .2021 ,70 (5):4796

(43)翟超. Cognitive Relaying With Wireless Energy Harvesting and Accumulation .IEEE systems Journal .2021 ,15 (1):629

(44)翟超. Heterogeneous non-orthogonal multiple access with distributed Alamouti space-time coding .IEEE Transactions on Vehicular Technology .2021 ,70 (5):4796

(45)胡宇鹏. Temporal representation learning for time series classification .NEURAL COMPUTING & APPLICATIONS .2020

(46)李玉军. Sequence Generation Network Based on Hierarchical Attention for Multi-Charge Prediction .IEEE Access .2020 (8)

(47)陈雷. No-reference stereoscopic image quality assessment based on binocular statistical features and machine learning .COMPLEXITY .2021 (2021)

(48)胡宇鹏. Temporal representation learning for time series classification .NEURAL COMPUTING & APPLICATIONS .2020 (*)

(49)李玉军. A Cross-Media Deep Relationship Classification Method Using Discrimination Information .Information Processing and Management .2020 (57)

(50)Hui Yuan. A Sampling-based 3D Point Cloud Compression Algorithm for Immersive Communication .MOBILE NETWORKS & APPLICATIONS .2020 (*)

(51)张冉冉. MRLN: Multi-Task Relational Learning Network for MRI Vertebral Localization, Identification, and Segmentation .IEEE Journal of Biomedical and Health Informatics .2020 ,24 (10):2902

(52)许迎迎. Feature data processing: Making medical data fit deep neural networks .FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING AND ESCIENCE .2020 ,109 :149

(53)刘治. Automatic diagnosis of fungal keratitis using data augmentation and image fusion with deep convolutional neural network .Computer Methods and Programs in Biomedicine .2020 ,187

(54)熊海良. Fault-Tolerant GNSS/SINS/DVL/CNS Integrated Navigation and Positioning Mechanism Based on Adaptive Information Sharing Factors .IEEE systems Journal .2020 ,14 (3):3744

(55)熊海良. Secure Secret Sharing With Adaptive Bandwidth in Distributed Cloud Storage Systems .IEEE Access .2021 ,8 :108148

(56)翟超. Wireless Power Transfer Based Adaptive Relaying With Energy Accumulation .IEEE Transactions on Vehicular Technology .2020 ,69 (10):11014

(57)翟超. Wireless power transfer based adaptive relaying with energy accumulation .IEEE Transactions on Vehicular Technology .2020 ,69 (10)

(58)李玉军. Detection and diagnosis of myocarditis in young patients using ECG analysis based on artificial neural networks .Computing (Vienna/New York) .2020 ,102 (1):1

(59)刘治. Multi-task Relational Learning Network for MRI Vertebral Localization Identification and Segmentation . IEEE Journal of Biomedical and Health Informatics .2020 (109)

(60)麦珍珍. Mobile target localization and tracking techniques in harsh environment utilizing adaptive multi-modal data fusion .《IET Communications Journal》 .2021 ,15 (5):736

(61)许迎迎. Feature data processing: Making medical data fit deep neural networks .FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS .2020 (109):149

(62)李学庆. Efficient continuous KNN join processing for real-time recommendation .Personal and Ubiquitous Computing .2019

(63)李玉军. MsCoa: Multi-step Co-attention Model for Multi-label Classification .IEEE Access .2019 ,7 (*)

(64)Ted Liu. Detection and diagnosis of myocarditis in young patients using ECG analysis based on artificial neural networks .Computing. .2019 (102):1

(65)Ted Liu. Automatic diagnosis of fungal keratitis using data augmentation andimage fusion with deep convolutional neural network .Computer Methods and Programs in Biomedicine .2019 (187)

(66)李玉军. Detection and diagnosis of myocarditis in young patients using ECG analysis based on artificial neural networks .computing .2019

(67)李玉军. Bidirectional radio-over-fiber system based on optical coupling single-sideband modulation .Optical Engineering .2019 ,58 (2)

(68)李玉军. The Improved Optical Heterodyne Scheme for RoF Systems Based on Optical Carrier Suppression and Optical Injection Locking Techniques .Journal of Optical Communications .2018 (ahead-of-print)

(69)李玉军. A Deep Learning-Based RNNs Model for Automatic Security Audit of Short Messages .2016

(70)李玉军. An Implicit Feedback Integrated LDA-based Topic Model for IPTV Program Recommendation .2016

(71)Ted Liu. Automatic Face Recognition Based on Sparse Representation and Extended Transfer Learning .IEEE Access .2018 ,7 :2387

(72)李玉军. Bidirectional radio-over-fiber system based on optical coupling single-sideband modulation .Optical Engineering .2019 ,58 (2)

(73)李玉军. The Improved Optical Heterodyne Scheme for RoF Systems Based on Optical Carrier Suppression and Optical Injection Locking Techniques .Journal of Optical Communications .2018

(74)Ted Liu. Automatic diagnosis of fungal keratitis using data augmentation andimage fusion with deep convolutional neural network .Computer Methods and Programs in Biomedicine .2019

(75)李玉军. Bidirectional radio-over-fiber system based on optical coupling single-sideband modulation .Optical Engineering .2019 ,58 (2)

(76)吕玲玉. Bidirectional radio-over-fiber system based on optical coupling single-sideband modulation .Optical Engineering .2019

(77)李玉军. The Improved Optical Heterodyne Scheme for RoF Systems Based on Optical Carrier Suppression and Optical Injection Locking Techniques .Journal of Optical Communications .2018

(78)李玉军. Detection and diagnosis of myocarditis in young patients using ECG analysis based on artificial neural networks .computing .2019

(79)李玉军. A Deep Learning-Based RNNs Model for Automatic Security Audit of Short Messages .ISCIT .2016

(80)李玉军. An Implicit Feedback Integrated LDA-based Topic Model for IPTV Program Recommendation .ISCIT .2016

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