jmlv

个人简介

吕建明博士, 华南理工大学计算机学院教授,博导。2002年本科毕业于中山大学计算机系,2008年获中科院计算技术研究所博士学位。2017年在香港城市大学任高级副研究员(Senior Research Associate)。目前是ACM/IEEE/CCF会员,CCF教育专业委员会委员,CCF人工智能与模式识别专委会通讯委员,CCF数据库专委会通讯委员,中文信息学会信息检索专委会委员。研究兴趣包括多模态机器学习、数据挖掘、计算机视觉及交叉学科研究领域。已经在相关领域发表60余篇会议和杂志论文,其中包括CCF A类会议CVPR、MM, CCF B类会议ACM CIKM、ICPP、DASFAA等领域内重要的会议,以及IEEE Transactions on Pattern Analysis and Machine Intelligence、IEEE Transactions on Services Computing、IEEE Transactions on Intelligent Transportation Systems、ACM Transactions on Multimedia Computing Communications and Applications、Computer Networks等重要SCI杂志。近年来,主持了20余项科学研究项目,包括国家自然基金面上项目、青年基金、广东省科技计划项目等。获发明专利授权6项,发明专利申请7项,软件著作权6项。曾获优秀获校级本科教学成果一等奖。指导学生获得泛珠三角大学生计算机作品赛全国总决赛金奖。

目前开展的研究

主要研究计算机视觉、数据挖掘、人工智能,并应用于视频监控、行人身份识别、网页数据推荐、时空数据挖掘等领域。

  • 欢迎有共同研究兴趣的同学保送或报考我的研究生。

联系方法

  • 邮箱: jmlv@scut.edu.cn 47933753@qq.com
  • 办公地址: 广州市大学城 华南理工大学 B3-518.
  • 实验室: 广州市大学城 华南理工大学 B3-452.

代表学术论文

  1. Linbin Liu, June Li, Jianming Lv, Juan Wang, Siyu Zhao and Qiuyu Lu. Privacy-Preserving and Secure Industrial Big Data Analytics: A Survey and the Research Framework. IEEE INTERNET OF THINGS JOURNAL, DOI:10.1109/JIOT.2024.3353727, 2024.(Early Access)(SCI, JCR-1区)(IF=10.6)[paper]
  2. Yaobin Zhang, Jianming Lv*, Chen Liu, Hongmin Cai. Graph based Spatial-temporal Fusion for Multi-modal Person Re-identification. ACM Multimedia 2023.(CCF A类会议)
  3. Jianming Lv, Chujie Chen, Zequan Liang. Automated Scoring of Asynchronous Interview Videos Based on Multi-modal Window-Consistency Fusion. Accepted by IEEE Transactions of Affective Computing. (SCI, JCR-1区)(IF=11.2)
  4. Jianming Lv, Yaquan Wang, Shenjing Chen. Adaptive Multivariate Time-Series Anomaly Detection. Information Processing & Management. 60(4):1-19 (2023). (SCI, JCR-1区)(IF=7.466)[paper]
  5. Siqi Wu, Jianming Lv*, Chen Liu, Hongmin Cai. Incremental Recommendation Algorithm based on the Influence Propagation Model. ICANN 2023. (CCF-C 会议)[paper]
  6. Xinjie Huang, Jianming Lv*. Resilient Remote Heart Rate Measurement from Partially Masked Faces. IJCNN 2023. (CCF -C会议)[paper]
  7. Shaochuan Lin, Jianming Lv*, Zhenguo Yang, Qing Li, Wei-Shi Zheng. Heterogeneous Graph Driven Unsupervised DomainAdaptation of Person Re-identification. Neurocomputing. 471: 1-11 (2022). (SCI, JCR-1区)[paper]
  8. Qin-zhe Xiao, Jinghui Zhong, Liang Feng, Linbo Luo, Jianming Lv. A Cooperative Coevolution Hyper-Heuristic Framework for Workflow Scheduling Problem. IEEE Transactions on Services Computing. 15(1): 150-163 (2022). (SCI期刊, JCR-1区). [paper]
  9. Junyang Chen, Zhiguo Gong, Wei Wang, Cong Wang, Zhenghua Xu, Jianming Lv, Xueliang Li, Kaishun Wu,Weiwen Liu. Adversarial Caching Training: Unsupervised Inductive Network Representation Learning on large-scale Graphs. Accepted by IEEE Transactions on Neural Networks and Learning Systems. 33(12): 7079-7090 (2022).(SCI, JCR-1区)
  10. Hualiang Li, Jianming Lv, Qinzhe Xiao, Yuzhong Liu, Siqi Wu, and Xingjie Huang. AVR: Attention based Salient Visual Relationship Detection. ICDIP 2022.
  11. Bo Li, Tianbao Liang, Jianming Lv, Shengjing Chen, Hongjian Xie. Unsupervised Person Re-ID via Loose-Tight Alternate Clustering. KSEM 2022. (CCF C类会议)
  12. Yuexin Xuan, Xiaojun Chen, Zhendong Zhao, Yangyang Ding, Jianming Lv. ACTSS: Input Detection Defense against Backdoor Attacks via Activation Subset Scanning. IJCNN 2022. (CCF C类会议)
  13. 王亚权,吴思琦,杜灿阳,吕建明,张兆波. 珠江三角洲水资源配置工程智慧化管理体系研究.广东水利水电. 000(002):84~89 (2022).
  14. 严振瑞,王卓甫,杜灿阳,吕建明. 大型水资源配置工程建设管理模式研究. 专著. 河海大学出版社. 2022.
  15. Jianming Lv, Kaijie Liu, Shengfeng He. Differentiated Learning for Multi-Modal Domain Adaptation. ACM Multimedia 2021. (Oral paper, 9.2% accept rate)(CCF A类会议) [paper][appendix] [poster] [ppt][video]
  16. Sucheng Ren, Yong Du, Jianming Lv, Guoqiang Han, Shengfeng He. Learning from the Master: Distilling Cross-modal Advanced Knowledge for Lip Reading . CVPR 2021. (CCF A类会议)
  17. Tianbao Liang, Jianming Lv*, Hualiang Li and Yuzhong Liu. NPLP: A Noisy Pseudo-Label Processing Approach for Unsupervised Domain-Adaptive Person Re-ID. IJCNN 2021.(CCF C 类会议) [paper]
  18. Shaochuan Lin, Jianming Lv*, Yaquan Wang and Chujie Chen. GPS-ReID: A Benchmark for Cross-modal Pedestrian Retrieval. IJCNN 2021. (CCF C类会议).[paper]
  19. Wancheng Mo and Jianming Lv*. Cascaded Hierarchical Context-Aware Vehicle Re-Identification.IJCNN 2021.(CCF C 类会议).[paper]
  20. 陈楚杰, 吕建明*, 沈华伟. 基于关键词注意力的细粒度面试评价方法. 《计算机研究与发展》. 2021.3 网络首发.[paper] (CCF A类中文期刊).
  21. 杨海涛,孙庆辉,吕建明,阮镇江,夏兰亭,徐飞. 省域房产大数据热力图人工智能预测系统. 计算机系统应用.录用.2021.
  22. Chuhua Xian, Kun Qian, Guoliang Luo, Guiqing Li and Jianming Lv.Elimination of Ineffective Depth Points via RGB Semantics. CGI 2020. (CCF C类会议)
  23. Jianming Lv, Jintao Liang, Zhenguo Yang. HGE2MED: Heterogeneous Graph Embedding for Multi-domain Event Detection. ICTAI 2020.(CCF C类会议)
  24. Jianming Lv, Chaojie Hu, Yipeng Zhou, Xiaojun Chen. SoMem: A Self-optimizing Memory Network for Distributed Person Re-identification. ICTAI 2020. (CCF C类会议)
  25. Min Yang, Xintong Wang, Yao Lu, Jianming Lv, Ying Shen, Chengming Li. Plausibility-promoting Generative Adversarial Network for Abstractive Text Summarization with Multi-task Constraint. Information Sciences. Volume 521, June 2020, Pages 46-61.(SCI, JCR-1区)[paper]
  26. Zhenguo Yang, Zehang Lin, Peipei Kang, Jianming Lv, Qing Li, Wenyin Liu. Learning Shared Semantic Space with Correlation Alignment for Cross-modal Event Retrieval. Accepted by ACM Transactions on Multimedia Computing Communications and Applications (ACM TOMM). Vol. 16, No. 1. February 2020.(SCI, JCR-2区)[paper]
  27. Jianming Lv, Qinghui Sun, Qing Li, Luis Moreira-Matias. Multi-scale and Multi-scope Convolutional Neural Networks For Destination Prediction of Trajectories. IEEE Transactions on Intelligent Transportation Systems, 2019, DOI: 10.1109/TITS.2019.2924903. (SCI, JCR-1区) [paper]
  28. Jianming Lv, Jiajie Zhong, Jintao Liang, Zhenguo Yang. ACE: Ant Colony based Multi-level Network Embedding for Hierarchical Graph Representation Learning. IEEE Access, Volume 7, Pages:73970-73982, June 2019. (SCI期刊, JCR-2区). [paper] [code]
  29. Ziliang He, Zhenguo Yang, Xudong Mao, Jianming Lv, Qing Li, Wenyin Liu. Self-attention StarGAN for Multi-domain Image-to-image Translation. ICANN 2019. (CCF C类会议)
  30. Zhenguo Yang, Qing Li, Liu Wenyin, Jianming Lv. Shared Multi-view Data Representation for Multi-domain Event Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence. 2019. DOI: 10.1109/TPAMI.2019.2893953. (SCI 期刊, JCR-1区) [paper]
  31. Jianming Lv, Weihang Chen, Qing Li, Can Yang. Unsupervised Cross-dataset person Re-identification by Transfer Learning of Spatial-temporal Patterns, CVPR 2018. (CCF A类会议) [paper] [code]
  32. Min Cheng, Qing Li, Jianming Lv, Wenyin Liu, Jianpin Wang. Multi-Scale LSTM Model for BGP Anomaly Classification. IEEE Transactions on Services Computing, 2018. DOI: 10.1109/TSC.2018.2824809. (SCI期刊, JCR-1区) [paper]
  33. Jianming Lv, Jiajie Zhong, Weihang Chen, Qinzhe Xiao, Zhenguo Yang and Qing Li. Homepage Augmentation by Predicting Links in Heterogenous Networks. CIKM 2018. (CCF B类会议)[paper]
  34. Zehang Lin, Zhenguo Yang, Runwei Situ, Feitao Huang, Jianming Lv, Qing Li and Wenyin Liu. Improving Maximum Classifier Discrepancy by Considering Joint Distribution for Domain Adaptation. WISE 2018. (CCF C 类会议)[paper]
  35. Runwei Situ, Zhenguo Yang, Jianming Lv, Qing Li, Wenyin Liu. Cross-Modal Event Retrieval: A Dataset and a Baseline using Deep Semantic Learning. PCM 2018. (CCF C 类会议)[paper]
  36. Jianming Lv, Xintong Wang. Cross-dataset Person Re-Identification Using Similarity Preserved GenerativeAdversarial Networks. International Conference on Knowledge Science, Engineering and Management 2018. (CCF C 类会议)[paper]
  37. Jianming Lv, Qing Li, Xingtong Wang. T-CONV: A Convolutional Neural Network For Multi-scale Taxi Trajectory Prediction. IEEE BigComp 2018.[paper]
  38. Haitao Yang, Jianming Lv, Fei Xu, Xintong Wang, Yilin Huang, Lanting Xia, Xuewu Zhu. Regression Approach for Optimal Purchase of Hosts Cluster in Fixed Fund for Hadoop Big Data Platform. 19th International Conference on Smart City, Transportation and Buildings (ICSCTB'17), 2017. (Best Presentation Award). [paper] [award]
  39. Jianming Lv, Xintong Wang. TREST:A Hadoop based Trajectories Retrieval System. IEEE ICDSC 2016.[paper]
  40. Min Cheng, Qian Xu, Jianming Lv, Wenyin Liu, Qing Li, Jianping Wang. MS-LSTM: a Multi-Scale LSTM Model for BGP Anomaly Detection. IEEE ICNP 2016. (CCF B类会议) [paper]
  41. 刘宇阳,吕建明,代涵宣,徐辰沁,马芮,石嘉琪,黄洁晶. 基于文字处理的移动增强现实系统研究. CCIR 2016.
  42. Jianming Lv, Haibiao Lin, Zhiwen Yu, Yinhong Chen, and Can Yang, Identify and Trace Criminal Suspects in the Crowd Aided by Fast Trajectories Retrieval, In 19th International Conference on Database Systems for Advanced Applications (DASFAA), 2014. (CCF B类会议)[paper]
  43. Jianming Lv, Tieying Zhang, Zhenhua Li, Xueqi Cheng. PACOM: Parasitic Anonymous Communication in the BitTorrent Network. Computer Networks, Vol. 74 Part A, pp.13–33. 2014. (SCI 期刊 三区) [paper]
  44. Jianming Lv, Zhiwen Yu, Tieying Zhang, Towards An Immunity Based Distributed Algorithm to Detect Harmful Files Shared in P2P Networks, Accepted by Peer-to-Peer Networking and Applications. Peer-to-Peer Networking and Applications.8(1), pp49-62, Jan. 2015. (SCI 期刊 四区) [paper]
  45. Jianming Lv, Chaoyun Zhu, Shaohua Tang, Can Yang. Deepflow: Hiding Anonymous Communication Traffic in P2P Streaming Networks. Wuhan University Journal of Natural Sciences. Vol. 19(5). 2014.
  46. Haibiao Lin, Jianming Lv, Can Yang, Miaoyi Deng, Kaitao Wang. GPS Trajectory Mining : a Survey, Journal of Computational Information Systems, 10(16), 2014.
  47. Jianming Lv, Jianwen Chen, Can Yang. PACS: Parasitic Anonymous Communication in Peer-to-Peer streaming Network. Journal of Computational Information Systems. Vol. 10 (3) 2014.
  48. Jianming Lv, Can Yang, Kaidong Liang. GRACE: A Gradient Distance Based Peer-to-Peer Network Supporting Efficient Content-based Retrieval. International Conf. on Soft Computing Techniques and Engineering Application, 2013.
  49. Tieying Zhang, Xueqi Cheng, Jianming Lv, Zhenhua Li and Wiesong Shi, "Providing Hierarchical Lookup Service for P2P-VoD Systems", in ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), Vol. 8, Issue 1, No.15, Feb. 2012. (SCI 期刊 三区)
  50. Jianming Lv, Zhiwen. Yu, Tieying. Zhang. iDetect: An immunity based algorithm to detect harmful content shared in Peer-to-Peer networks. In International Conference on Machine Learning and Cybernetics (ICMLC), vol.2, pp.926-931, Guilin China, 2011.
  51. 黄云峰, 冯佳和, 吕建明,等. 渔业环境自动监控预警系统建设[J]. 安徽农业科学, 2011, 39(35):22155-22157.
  52. Tieying Zhang, Jianming Lv, Xueqi Cheng. Mediacoop: Hierarchical Lookup for P2P-VoD Services. In 38th International Conference on Parallel Processing (ICPP), pp. 486-493, Vienna Austria, 2009. (CCF B类会议)
  53. Siming Lin, Xueqi Cheng, Jianming Lv. Micro-synchronization in conservation parallel network simulation. In 22nd ACM/IEEE/SCS Workshop on Principles of Advanced and Distributed Simulation(PADS), pp.195-202, Roma Italy, 2008.
  54. Siming Lin, Xueqi Cheng, Jianming Lv. State causality analysis of conservative parallel network simulation. In 40th Annual Simulation Symposium (ASS), pp.251-260, Ottawa Canada, 2008.
  55. 江庆,钟尚平,吕建明. P2P网络下一种基于DHT的视频点播方案. 计算机技术与发展. 2008年第6期.
  56. Jianming Lv, Xueqi Cheng. CTO: Concept Tree Based Semantic Overlay for Pure Peer-to-Peer Information Retrieval. In 16th ACM Conference on Information and Knowledge Management (CIKM ), pp.931-934, Lisbon Portugal, 2007. (CCF B类会议)
  57. Jianming Lv, Xueqi Cheng, Qing Jiang and etc. LiveBT: Providing Video-on-demand Streaming Service on BitTorrent Peer-to-Peer Systems. In 8th IEEE International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), pp.501-508, Adelaide Australia, 2007.
  58. Siming Lin, Xueqi Cheng, Jianming Lv. A Visualized Parallel Network Simulator for Modeling Large-Scale Distributed Applications. In 8th IEEE International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), pp. 339-346, Adelaide Australia,2007.
  59. 丁林,程学旗,刘悦,吕建明. 基于Bittorrent网络的快速搜索策略. 计算机工程,2007年03期.
  60. 吕建明, 刘悦, 丁林,等. P2P 与信息检索[J]. 信息技术快报, 2005.
  61. Xueqi Cheng,Jianming Lv,Zhaotao Zhou, Full-text information retrieval based on Peer-to-Peer networks, Journal of Computer Research and Development, 2004(12).
  62. Jianming Lv, Xueqi Cheng. WonGoo: a pure peer-to-peer full text information retrieval system based on semantic overlay networks. Network Computing and Applications, 2004.
  63. 程学旗, 余智华, 陆天波,吕建明. P2P技术与信息安全[J]. 信息技术快报, 2004.

教学论文

  1. 吕建明. 数据结构探索性实验教学实践[J]. 软件导刊·教育技术, 2016, 15(12):27-28.
  2. 吕建明. 数据结构双语课程情景教学方法探讨. 计算机教育. Vol. 219(15) 2014.

项目

国家项目

[1] 基于多源跨域信息融合的行人再识别关键算法研究.国家自然科学基金面上基金项目. 61876065. 2019-2022. 主持.

[2] 视频大数据高效表达、深度分析与综合利用(子课题四:群智感知与多源异构跨媒体融合的视觉大数据分析与预测).国家自然科学基金联合基金项目. U1611461. 2017-2020.参与.

[3] 异构云环境下能耗高效调度模型与优化方法研究 . 国家自然科学基金青年科学基金项目. 61402183.2015- 2017. 参与.

[4] 寄生于对等网络的匿名通信模型与算法研究.国家自然科学基金青年基金. 61300221. 2014-2016. 主持.

省部级项目:

  1. 基于多源跨域信息融合的行人再识别算法研究. 广州是科技计划项目. x2jsB3190920. 2019-2021. 主持.
  2. 多源时空数据的多尺度关联与预测算法研究. 广东省自然科学基金项目. x2jsB6181610. 2018-2022. 主持.
  3. 新媒体用户行为大数据智能推荐系统研究与应用. 广州市市科技计划产学研协同创新重大专项. 201704030124. 2017-2018. 参与.
  4. 融合多模态时空大数据的智能视频监控平台研发. 广东省科技计划公益研究与能力建设项目. 2016A010101012. 2016-2018.主持.
  5. 基于大数据管理技术的城市交通管理集成指挥调度系统的研制与产业化 .广东省科技计划协同创新与平台环境建设. 2016B090918020. 2015-2017.主持.
  6. 实践类课程的MOOCs教学模式及平台研究. 广东省高等教育教学改革项目. GDJG20142054. 2014.07-2016.06. 主持.
  7. 大规模网络视频监控热点信息分发系统关键技术研发与产业化. 广东省中国科学院全面战略合作项目. 2012B090400016.2012-2014. 参与.
  8. 互联网实时视听支撑平台研发及应用. 粤港关键领域重点突破项目. 20122012498D12. 2012-2014.参与.

企业项目:

[1] 基于人工智能的房产数据预测算法研究. 广东省建设厅信息中心项目.x2jsD8181410. 2018-2018. 主持.

[2] 基于学术大数据的移动学术助手. 中科院网络数据科学与技术重点实验室开放基金课题. CASNDST201703. 2017-2019.主持

[3] 基于深度学习的养殖场动物图像处理算法研究. 农泰科技(广州)有限公司. x2jsD8180140. 2017-2018.主持.

[4] 异构数据融合与共享.广州市人力资源与社会保障局. x2rjD9173720. 2017-2018.参与.

[5] 基于人体姿态的行为分析算法研究. 珠海瞳印科技有限公司. x2rjD9173720. 2017-2018. 参与.

[6] 大数据处理服务器集群方案测试验证项目. 广东省建设厅信息中心项目. x2jsD5160360. 2016.1-2016.12.主持.

[7] 移动用户大数据挖掘及隐私保护关键技术研究. 中科院网络数据科学与技术重点实验室开放基金课题. CASNDST201401. 2015-2016.主持.

[8] 远程监控系统. 北京海淀中科计算技术转移中心. x2jsD8100700. 2009.05-2010.12. 主持.

学校项目

[1] 隐私保护的通信技术探索. "探索性实验"教学项目. x2jsY1140360. 2014.7-2015.12. 主持.

[2] 寄生匿名通信机制和算法研究.中央高校基本科研业务费重点项目. x2jsD2141050. 2014.1 - 2015.12. 主持.

[3] 数据结构mooc课程建设. 2014-2016. 主持.

发明专利

  1. 发明专利申请:一种基于人车轨迹点多分辨率处理的未知道路提取方法. 201810286122.x.吕建明,孙庆辉,应澄粲,杨灿,王鑫同,陈伟航.
  2. 发明专利申请:一种基于时空约束增量学习的跨数据集行人再识别方法. 201810286137.6.吕建明,陈伟航,王鑫同,杨灿,朱紫嫣.
  3. 发明专利申请:一种基于多传感器融合的移动屏幕自适应调整方法. 201810039716.0.吕建明,黄伙贤,杨灿.
  4. 实用新型申请:基于文字识别的移动增强现实阅读系统. 201620151093.2. 吕建明,石嘉琪,代涵宣,刘宇阳,徐辰沁,马芮,黄洁晶.
  5. 发明专利申请. 一种B/S架构的网络视频数字版权管理DRM云服务系统。申请号:201310292229。. 杨灿、孙召飞、吕建明、陈俊伟2014.01
  6. 发明专利申请. 一种轻量级应用开发云服务平台及其资源的访问方法。申请号:201410180915.5。. 杨灿、屈可敏、吕建明2014.01
  7. 发明专利授权. 一种寄生于对等网络的匿名通信方法。申请号:201310328952.1。. 吕建明、杨灿2013.01
  8. 发明专利授权 . P2P环境下的数据传输方法。专利号:200910235678.7。. 王雷、叶靖、吕建明、林思明、李静远、刘悦、程学旗2012.01
  9. 发明专利授权 . P2P中资源下载方法及其系统。专利号:201010034234.X。. 程学旗、叶靖、吕建明、李静远、刘悦、张铁赢、李哲中2012.01

主要荣誉

教学奖励:

  1. 2018年 “寻找华工大神”微信小程序开发大赛优秀指导老师。(所指导的solink学者助手小程序获大赛第一名)
  2. 2017/2016/2014/2013年 华南理工大学本科课堂教学质量优秀教师.
  3. 2016年 全国高校计算机教育大会优秀论文奖.
  4. 2015年 本科毕业设计(论文)优秀指导教师.
  5. 2015年 泛珠三角大学生计算机作品赛全国总决赛金奖、最佳创新奖 (指导教师).
  6. 2015年 广东省大学生计算机设计作品赛一等奖 (指导教师)
  7. 2014年 华南理工大学 本科教学优秀一等奖.
  8. 2012年. 本科毕业设计(论文)优秀指导教师.
  9. 2012年. 优秀班主任. 10.2011年. 华南理工大学南校区 教学研讨会论文征集比赛三等奖.

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