个人信息
姓名：贺丽君
单位：西安交通大学电信学部信息与通信工程学院
职称职务：教授、博士生导师
Email：lijunhe@mail.xjtu.edu.cn
主页：https://gr.xjtu.edu.cn/web/jzb2016125
教育背景
➢ 2008年9月至2016年9月，西安交通大学电信学院，信息与通信工程专业，博士学位
➢ 2004年9月至2008年7月，西安交通大学电信学院，信息工程专业，学士学位
工作经历
➢ 2025年1月至今，西安交通大学电信学部信息与通信工程学院，教授、博士生导师
➢ 2019年11月至2024年12月，西安交通大学电信学部信息与通信工程学院，副教授、博士生导师
➢ 2019年12月至今，西安交通大学网络空间安全博士后流动站，博士后
➢ 2016年9月至2019年11月，西安交通大学电信学院控制科学与技术博士后流动站，博士后
➢ 2016年9月至2019年11月，西安交通大学电信学院信息与通信工程系，讲师
研究方向
➢ 基于5G移动边缘计算技术的系统资源协同优化技术研究
➢ 跨媒体智能分析技术：异常事件检测、行为识别、社交网络情感分析
➢ 大模型赋能机器视觉分析
基金项目
➢ 新一代人工智能国家科技重大专项子课题：农作物自主巡检机器设备，2022ZD0115802，120万
➢ 国家自然科学基金新疆联合基金：音视频多模态协同的异常事件鲁棒性检测关键技术研究，U1903213，2020.1.1-2023.12.31，99.87万
➢ 国家自然科学基金青年项目，用户参与度影响下的实时视频QoE评估及跨层传输方法研究，No. 61701389，2018.01~2020.12，已结题，24万
➢ 中国博士后科学基金会，中国博士后科学基金项目，基于跨模态智能分析的社交网络舆情防控技术研究，2021M692587，2021.1.1-2022.12.31，在研，8万
➢ 碑林区科技计划项目，移动边缘计算网络中视频应用驱动的跨层优化研究，GX2022，2020-01-01~ 2021-12-31，1.5万
➢ 中国博士后科学基金项目，基于5G移动边缘计算技术的视频传输优化算法研究，No.2018M633512，2018.01~2019.12，已结题，5万
➢ 陕西省自然科学基础研究项目，以用户为核心的实时视频QoE评估方法研究，No. 2018JQ6022，2018.01~2019.12，已结题，3万
➢ 南京拓恒无人系统研究院有限公司，基于无人机河道巡检图像的异常目标检测与环境评估软件，3万
➢ 南京拓恒无人系统研究院有限公司，人工智能技术在无人机行业应用前景分析研究协议，2万
➢ 校内项目-基本业务费，安全约束下视频应用驱动的跨层优化研究，2020-01-01 ~ 2022-12-31，10万
➢ 校内项目-基本业务费，跨模态情感分析方法，2024-01-01 ~ 2025-12-31，10万
学术论文
[1] Hao Liu,Lijun He*, Miao Zhang, Fan Li, VADiffusion: Compressed Domain Information Guided Conditional Diffusion for Video Anomaly Detection,IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 9, pp. 8398-8411, 2024.
[2] Lijun He*, Ziqing Wang, Liejun Wang, Fan Li, Multimodal Mutual Attention-Based Sentiment Analysis Framework Adapted to Complicated Contexts,IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 12, pp. 7131-7143, 2023.
[3] Lijun He*, Zhihan Ren, Fan Li, Shaohui Mei*,Unsupervised Pansharpening Based on Double-Cycle Consistency, IEEE Transactions on Geoscience and Remote Sensing, vol. 62, 5613015, pp. 1-15, 2024.
[4] Xinyu Huang,Lijun He*, Liejun Wang, Fan Li, Towards 5G: Joint Optimization of Video Segment Caching, Transcoding and Resource Allocation for Adaptive Video Streaming in a Multi-Access Edge Computing Network,IEEE Transactions on Vehicular Technology, vol. 70, no. 10, pp. 10909-10924, 2021.
[5] Xinyu Huang,Lijun He*, Xing Chen, Liejun Wang, Fan Li, Revenue and Energy Efficiency-Driven Delay-Constrained Computing Task Offloading and Resource Allocation in a Vehicular Edge Computing Network: A Deep Reinforcement Learning Approach,IEEE Internet of Things Journal, vol. 9, no. 11, pp. 8852-8868, 2022.
[6] Lijun He,Miao Zhang, Sijin Zhang, Liejun Wang, Fan Li*, MTRFN: Multiscale Temporal Receptive Field Network for Compressed Video Action Recognition at Edge Servers,IEEE Internet of Things Journal,vol. 9, no. 15, pp. 13965-13977, 2022.
[7] Zhihan Ren,Lijun He*, Peipei Zhu, Super-Resolution Learning Strategy Based on Expert Knowledge Supervision,Remote Sensing, vol. 16, no. 16: 2888, 2024.
[8] Lijun He, Miao Zhang, Hao Liu, Liejun Wang*, Fan Li, Compressed Video Anomaly Detection of Human Behavior Based on Abnormal Region Determination,IEEE Transactions on Cognitive and Developmental Systems,vol. 16, no. 4, pp. 1462-1475, 2024.
[9] Zihan Ren,Lijun He*, Jichuan Lu, Context Aware Edge-Enhanced GAN for Remote Sensing Image Super-Resolution,IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 1363-1376, 2024.
[10] Lijun He*, Wanyue Zhang, Jiankang Shi, Fan Li, Cross-Domain Association Mining Based Generative Adversarial Network for Pansharpening,IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 7770-7783, 2022.
[11] Lijun He, Xiaoli Gong, Sirou Zhang, Liejun Wang, Fan Li*, Efficient Attention Based Deep Fusion CNN for Smoke Detection in the Fog Environment,Neurocomputing,vol.434, pp. 224-238, 2021.
[12] Lijun He, Miao Zhang, Sijin Zhang, Fan Li, Physical Knowledge Driven Multi-scale Temporal Receptive Field Network for Compressed Video Action Recognition,UbiComp '21: Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers, pp. 625–630, Virtual USA, 2021.9.21-2021.9.26.
[13] Lijun He, Shuai Wen, Liejun Wang, Fan Li*, Vehicle Theft Recognition from Surveillance Video Based on Spatiotemporal Attention,Applied Intelligence, vol. 51, pp. 2128–2143, 2021.
[14] Lijun He, Nan Shi, Kainnat Malik, Fan Li*, Unsupervised Defect Inspection Algorithm based on Cascaded GAN with Edge Repair Feature Fusion,Applied Intelligence, vol. 52, pp. 2051-2069, 2021.
[15] Xinyu Huang,Lijun He*, Playback Experience Driven Cross Layer Optimization of APP, TCP and MAC Layer for Video Clients over LTE System,IET Communications, vol. 14, pp. 2176-2188, 2020.
[16] Tantan Zhao, Miao Zhang,Lijun He*, Fan Li, MADRL-Based Collaborative Computation Offloading and Resource Orchestration for Multi-Task Data Sharing in Smart Agriculture, IEEE Internet of Things Journal, 2024.
[17] Xinyu Huang,Lijun He*,WanyueZhang, Vehicle Speed Aware Computing Task Offloading and Resource Allocation Based on Multi-Agent Reinforcement Learning in a Vehicular Edge Computing Network, 2020 IEEE International Conference on Edge Computing, Beijing, China, 2020.10. 19-2020.10.23
[18] Xinyu Huang,Lijun He*,Xing Chen, Fan Li, Guizhong Liu, A More Refined Mobile Edge Caching Replacement Scheme for Adaptive Video Streaming with Mutual Cooperation in Multi-MEC Servers, 2020 IEEE International Conference on Multimedia & Expo (ICME), London, UK, 2020.7. 6-2020.7.10
[19] Ziwei Zheng, Lijun He, Le Yang, Fan Li, Fine-grained Dynamic Network for Generic Event Boundary Detection, ECCV 2024
[20] Yifan Cao, Lijun He*, Ting Ma, Fan Li，” Multi-class token-guided end-to-end weakly supervised image semantic segmentation method” 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2024.
[21] Hao Liu, Lijun He, Jiaxi Liang, Joint Modal Circular Complementary Attention for Multimodal Aspect-Based Sentiment Analysis, ICME whorkshop, 2024
[22] Ziwei Zheng, Le Yang*, Yulin Wang, Miao Zhang,Lijun He, Gao Huang, Fan Li, Dynamic Spatial Focus for Efficient Compressed Video Action Recognition,IEEE Transactions on Circuits and Systems for Video Technology, Published Online, 2023. DOI: 10.1109/TCSVT.2023.3287201
[23] Tantan Zhao, Fan Li*, and Lijun He. DRLBased Joint Resource Allocation and Device Orchestration for Hierarchical Federated Learning in NOMAEnabled Industrial IoT[J].IEEE Transactions on Industrial Informatics. 2023, 19(6): 74687479. DOI: 10.1109/TII.2022.3170900. (SCI: 23161244, IF: 11.648,最有国际影响力的学术期刊)
[24] Tantan Zhao, Fan Li*, and Lijun He. DRLBased Secure Aggregation and Resource Orchestration in MECEnabled Hierarchical Federated Learning[J].IEEE Internet of Things Journal. Early Access, 2023. DOI: 10.1109/JIOT.2023.3277553. (SCI, IF: 10.238,最有国际影响力的学术期刊)
[25] Tantan Zhao, Fan Li*, and Lijun He. Secure Video Offloading in MECEnabled IIoT Networks: A Multicell Federated Deep Reinforcement Learning Approach[J].IEEE Transactions on Industrial Informatics. Early Access, 2023. DOI: 10.1109/TII.2023.3280314. (SCI, IF: 11.648,最有国际影响力的学术期刊)
[26] Tantan Zhao, Fan Li*, and Lijun He. Secure Video Offloading in MultiUAVEnabled MEC Networks: A Deep Reinforcement Learning Approach[J].IEEE Internet of Things Journal.Early Access, 2023. DOI: 10.1109/JIOT.2023.3296613. (SCI, IF: 10.238,最有国际影响力的学术期刊)
[27] Tantan Zhao, Lijun He, Xinyu Huang, and Fan Li*. DRLBased Secure Video Offloading in MECEnabled IoT Networks[J].IEEE Internet of Things Journal.2022, 9(19): 1871018724. (SCI: 000857705300044, IF: 10.238,最有国际影响力的学术期刊)
[28] Tantan Zhao, Lijun He, Xinyu Huang, and Fan Li*. QoEDriven Secure Video Transmission in CloudEdge Collaborative Networks[J].IEEE Transactions on Vehicular Technology. 2022, 71(1): 681696. (SCI: 000745533700056, IF: 6.239,最有国际影响力的学术期刊)
[29] Yuan Zhang, Mingchuan Yang, Zhiwei Huang,Lijun He,Zijun Wu, Frame importance and temporal memory effect-based fast video quality assessment for user-generated content.Applied Intelligence, 2023, 53(19):21517–21531.https://doi.org/10.1007/s10489-023-04624-2
[30] Min Lei, Lijun He，Fan Li,Real-time Multi-camera Video Stitching Algorithm with Adaptive Sensing of Illumination and Dynamic Objects,2024 4th Asia-Pacific Conference on Communications Technology and Computer Science,Shenyang, China, February 24-26, 2024
[31] Qiuyang Liu, Lijun He, Fan Li,Small target pest detection algorithm based on channel and spatial collaborative attention,2024 4th Asia-Pacific Conference on Communications Technology and Computer Science,Shenyang, China, February 24-26, 2024
[32] Xiang Hao, Liejun Wang, Lijun He, Fan Li. Ensemble Learning for Soil Moisture Estimation: A Case Study of the Tibetan Plateau. International Conference on Image,Video and Signal Processing. March 14-16, 2024 Kawasaki, Japan.
[33] Xiaoli Gong, Zhengwei Wu, Hangyu Hu,Lijun He, Le Yang, Fan Li, Dark-Channel based Attention and Classifier Retraining for Smoke Detection in Foggy Environments,Digital Signal Processing, accepted, 2022.
[34] Xiaodi Guan, Fan Li * andLijun He, Quality Assessment on Authentically Distorted Images by Expanding Proxy Labels,Electronics, 2020, 9. 252.
[35] Xiaodi Guan,Lijun He, Mengyue Li, Fan Li*, Entropy based Data Expansion Method for Blind Image Quality Assessment, Entropy, 2019, 22(60).Lijun He*, Liu Guizhong, QoE-Driven Joint Optimization of Segment Adaptation and Resource Allocation for DASH Clients over LTE Networks,IEEE Transactions Vehicular Technology, 2018, 67(11): 11035-11048
[36] Lijun He*, Guizhong Liu, Xinyu Huang, Playback continuity and video quality driven optimisation for dynamic adaptive streaming over HTTP clients over wireless networks, IET Communications, 2018, 12(10):1178-1187
[37] Lijun He*, Guizhong Liu, Low-complexity multi-service power optimisation algorithm based on MOS models, IET Communications, 2017, 11(12):1952-1960
[38] Lijun He*, Fan Li, Content and buffer status aware packet scheduling and resource management framework for video streaming over LTE system, Eurasip Journal on Image & Video Processing, 2017, 2017(1):73
[39] Lijun He, Guizhong Liu*, Quality-Driven Cross-Layer Design for H.264/AVC Video Transmission over OFDMA System,IEEE Transactions on Wireless Communications, 2014,13(12): 6768-6782
[40] Yixin Mei, Fan Li*,Lijun He, Liejun Wang, Joint Source and Channel Rate Allocation over Noisy Channels in Vehicle Tracking MIoT System, Sensors, 2018, 18(9): 2858
[41] Qinli Wang, Guizhong Liu*, Haidong Wang, Yuchen Chen, Rui Deng,Lijun He, Zhao Liu, A multiuser simulation system for video transmission over HSDPA, Multimedia Tools and Applications, 2014,72(3):3105-3142
[42] Fan Li, Guizhong Liu*,Lijun He, Cross-layer Scheduling for Multiuser H.264 Video Transmission over Wireless Networks, IET Communications, 2010,4(8):1012~1025
[43] Fan Li, Guizhong Liu*,Lijun He, A Low Complexity Algorithm of Packet Scheduling and Resource Allocation for Wireless VoD Systems, IEEE Transactions on Consumer Electronics, 2010,56(2): 1057~1062
[44] Xing Chen,Lijun He,Shang Xu, Shibo Hu, Qingzhou Li, Guizhong Liu*, Hit ratio driven mobile edge caching scheme for video on demand service, 2019 IEEE International Conference on Multimedia & Expo (ICME), Shanghai, China, 2019.7. 8-2019.7.12
[45] Lijun He, Guizhong Liu*, A playback continuity driven resource allocation scheme based on the S-P model for video streaming clients, 2015 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), Turin, Italy, 2015.6.29-2015.7.3
[46] Lijun He, Guizhong Liu*, Yuchen Chen, Buffer status and content aware scheduling scheme for cloud gaming based on video streaming, 2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW), Chengdu, China, 2014.7.14-2014.7.18
[47] Lijun He, Guizhong Liu*, Xin Chen, Playback continuity driven cross-layer design for HTTP streaming in LTE systems, 2014 IEEE 15th International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM), Sydney, NSW, Australia, 2014.6.19-2014.6.22
[48] Lijun He, Guizhong Liu*, Optimal Cross Layer Design for Video Transmission over OFDMA System, 2012 IEEE International Conference on Communications(ICC), Ottawa, ON, Canada 2012.6.10-2012.6.15
[49] Fan Li, Guizhong Liu*,Lijun He, Application-driven cross-layer approaches to video transmission over downlink OFDMA networks, 2009 IEEE Globecom Workshops, Gc Workshops 2009, Honolulu, HI, United states, 2009.11.30-2009.12.4
[50] Fan Li, Guizhong Liu*,Lijun He, Application-driven Cross-layer Design of Multiuser H.264 Video Transmission over Wireless Networks, 2009 ACM International Wireless Communications and Mobile Computing Conference( IWCMC), Leipzig, Germany, 2009.6.21-2009.6.24
[51] Fan Li, Guizhong Liu*,Lijun He, A cross-layer scheduling algorithm for H.264 video transmission over wireless networks, 2009 2nd International Workshop on Cross Layer Design, IWCLD '09, Palma de Mallorca, Spain,2009.6.11-2009.6.12
[52] Fan Li, Guizhong Liu*, Jin Xu,Lijun He, Packet scheduling and resource allocation for video transmission over downlink OFDMA networks, 2009 4th International Conference on Communications and Networking in China CHINACOM 2009, Xian, China, 2009.8.26-2009.8.28
[53] 黄志伟，贺丽君，李凡，基于多域图像转换的多等级真实失真图像生成算法，中国科技论文，2020，已接收
[54] 管箫笛，李凡，贺丽君，基于数据扩充与迁移学习的真实失真图像质量评估算法，中国科技论文，2020，已接收
专利
授权：
[1] 任祉涵,贺丽君,雷敏,刘秋杨,李凡，一种高架式棉田数据采集设备，实用新型，申请号：2024208521487，申请日：2024-04-23授权公告日：授权号
[2] 贺丽君，王子晴，李凡，一种基于多模态互注意融合的渐进式多任务情感分析方法，2022107422761，申请日：2022.06.28，授权公告日：2024.02.05
[3] 贺丽君，黄鑫宇，黄志伟，陈兴，徐上，胡士博，李清周，刘贵忠，李凡，一种精细化的MEC缓存更新方法，中国，201911102228.0，专利申请日：2019.03.02，授权公告日：2021.01.27
[4] 贺丽君，黄鑫宇，李凡，基于多智能体的车速感知的计算任务卸载和资源分配方法，202010648403.2，申请日：2020.08.06，授权公告日：2021.09.10
[5] 贺丽君，李典芝，陈弼余，石楠，牟书辉，李凡，一种基于GAN的图像修复的缺陷检测方法，2020110242731，申请日：2020.09.25，授权公告日：2022.01.04
[6] 贺丽君，赵菼菼，李凡，一种基于编码和缓存的跨层联合的视频传输方法、系统，202110316177.2，申请日：2021.03.24，授权公告日：2022.01.18
[7] 贺丽君，陈弼余，李典芝，石楠，牟书辉，李凡，一种基于双重GAN的边缘修复特征融合的缺陷检测方法，2020110242888，申请日：2020.09.25，授权公告日：2022.10.25
[8] 贺丽君，张婉玥，李凡，一种基于强化学习的自适应AR任务卸载和资源分配方法，2021109256102，申请日：2021.08.12，授权公告日：2022.07.22
[9] 李凡，庞宇航，贺丽君，基于检测器与跟踪器数据关联的多目标车辆跟踪装置，2020105617516，申请日：2020.06.18，授权公告日：2023.08.23
[10] 李凡，张斯瑾，贺丽君，一种基于时序引导空间注意力的暴力行为识别方法，202010224816.8，申请日：2020.03.26，授权公告日：2022.04.22
[11] 李凡，许启贤，贺丽君，庞宇航，基于无人机航拍数据的水环境污染情况检测评估装置，2020114359570，申请日：2020.12.10，授权公告日：2023.08.23
[12] 李凡，张斯瑾，贺丽君，一种基于多尺度时序感受野的压缩域行为识别方法，2021101503718，申请日：2021.02.03，授权公告日：2023.01.18
[13] 贺丽君，刘贵忠，一种多业务的家庭基站的无线资源分配方法，2015.10.28-2035.10.28，中国，ZL 201310003665.3
[14] 贺丽君，张思柔，李凡，一种雾天环境下的烟检测方法，202010225765.0，申请日：2020.3.26，专利公告日：2022.8.16
受理：
[15] 李凡，雷敏，贺丽君，任祉涵，光线和运动物体自适应的多相机视频拼接方法、系统及装置，2024104006778，申请日：2024-04-03
[16] 贺丽君,任祉涵,李凡，基于专家知识监督的遥感图像超分辨率学习方法及装置，2024102627675，申请日：2024-03-07
[17] 贺丽君,刘秋杨,李凡，基于通道和空间协同注意的小目标害虫检测方法和系统，2024102307338，申请日：2024-02-29
[18] 贺丽君,刘昊,梁嘉熹,李凡，联合多模态循环互补注意力方面级情感分析方法及装置，2024101897018，申请日：2024-02-20
[19] 李凡,吴帅,贺丽君，一种基于时空联合的室内抽烟行为识别方法、系统和装置,2024100998774，申请日：2024-01-24
[20] 贺丽君,曹一凡,李凡，类TOKEN引导的端到端弱监督图像语义分割方法及装置，2024100790723，申请日：2024-01-19
[21] 贺丽君,张淼,刘昊,李凡，一种基于异常区域定位的视频异常检测系统及方法，2023113587003，申请日：2023-10-19
[22] 贺丽君,刘昊,张淼,李凡，一种基于条件扩散模型的压缩域视频异常检测方法，2023113437379，申请日：2023-10-17
[23] 贺丽君,任祉涵,张婉玥,李凡，一种基于双重循环一致性的无监督全色锐化方法，202311115149X，申请日：2023-08-31
[24] 贺丽君,任祉涵,李凡，一种基于上下文感知边缘增强的遥感图像超分辨率方法，2023111152204，申请日：2023-08-31
[25] 李凡，李梦月，贺丽君，杨晓晗，一种基于显著性的CNN盲图像质量评估方法，中国，CN2019111293403，2019-11-28，申请
[26] 李凡，文帅，贺丽君，一种基于监控视频的车辆偷盗行为识别方法，中国，CN2020102383174，2020-03-30，申请
[27] 左雯，鲁晓牧，王宁，贺丽君，刘贵忠，一种资源分配方法和装置，中国，CN2014103068167
软著
[1] 任祉涵，贺丽君，雷敏，刘秋杨，面向新疆棉田膜下种植的高地隙智能巡检系统软件V1.0，西安交通大学，证书号：12826003，首次发表日期：2023.1.15，登记号：2024SR0422130
[2] 欧阳媛，李凡，吕松，赵浚尧，棚内木耳生长环境和生长状态监控预警软件V1.0，西安交通大学，证书号：12808281，首次发表日期：2023.01.06，登记号：2024SR0404408
[3] 贺丽君，雷敏，刘秋杨，李凡，木耳大棚管理软件V1.0，西安交通大学，证书号：12015024，首次发表日期：2023.08.23，登记号：2023SR1427851
[4] 李凡，贺丽君，周猛，曹宁，张园，余音，区域可定制智能安全布控系统V1.0，西安交通大学，证书号：12602055，首次发表日期：2023.11.30，登记号：2024SR0198182
[5] 周猛，李凡，贺丽君，曹宁，张园，余音，智能安防监控集成系统V1.0，西安交通大学，证书号：12509309，首次发表日期：2023.11.06，登记号：2023R11L2498557
[6] 周猛，李凡，贺丽君，曹宁，张园，余音，安防监控视频内容分析系统V1.0，西安交通大学，证书号：12505171，首次发表日期：2023.11.08，登记号：2024SR0101298
获奖
1、基于人眼感知特性的图像和视频处理技术研究，陕西省高等学校科学技术奖，二等奖，姚军财，刘贵忠，贺丽君，申静，谭毅，陈颖，陈雨辰，2019年3月
2、开放环境下云边协同智能异常检测技术及应用，2024年度中国科技产业化促进会科技创新奖，省部级二等奖，2024年9月26日，排名：2/12。
3、真实复杂场景下图像鲁棒感知理论与应用，陕西省高等学校科学技术研究优秀成果，排名4/4，一等奖，2024年6月
4、任祉涵、雷敏、刘秋杨，“天鹅杯”第九届国际大学生智能农业装备创新大赛，二等奖，面向新疆棉田膜下种植的高地隙智能巡检设备，西安交通大学，指导教师贺丽君、李凡
5、欧阳媛、吕松、赵浚尧，“天鹅杯”第九届国际大学生智能农业装备创新大赛，一等奖，棚内木耳生长环境和生长状态监控预警平台，西安交通大学，指导教师李凡、贺丽君
