个人简介

阮军副教授，毕业于华中科技大学模式识别与智能系统专业。2014至2015年公派美国弗吉尼亚理工大学Computational Bioinformatics & Bio-imaging Laboratory (CBIL)访学一年。长期从事“模式识别”、“机器学习”、“FPGA技术应用”等课程的本科以及研究生的教学，有丰富的教学经验。主持或参与交通部、省、市的科研项目数项，以及承担其他方面科技服务项目十多项。指导本科生参加面向图像处理与模式识别、机器学习、嵌入式开发的高水平竞赛和国家创新计划多项。

联系方式：ruanjun@whut.edu.cn

教育和工作经历

(1) 2003-09 至 2008-05, 华中科技大学, 模式识别与智能系统, 博士

(2) 1998-09 至 2001-06, 武汉理工大学, 控制理论与控制工程, 硕士

(3) 1994-09 至 1998-06, 武汉交通科技大学, 工业自动化, 学士

主要研究方向

机器学习、模式识别、图像处理

以往承担相关课题研究和学术成果的主要情况：

• SCI论文：

[1] Ruan, J., Liu, Z., Sun, M. et al. DBS: a fast and informative segmentation algorithm for DNA copy number analysis. BMC Bioinformatics 20, 1 (2019). https://doi.org/10.1186/s12859-018-2565-8

[2] Ruan J, Zhu Z, Wu C, Ye G, Zhou J, et al. (2021) A fast and effective detection framework for whole-slide histopathology image analysis. PLOS ONE 16(5): e0251521. https://doi.org/10.1371/journal.pone.0251521

• EI会议论文：

[1] X. Yang, J. Ruan and J. Yue, "ProTA: Combining Prototypical Transformer and Prototype-Based Aggregation for Microsatellite Instability Classification on Whole-Slide Images," 2025 5th International Conference on Computer Vision, Application and Algorithm (CVAA), Ningbo, China, 2025, pp. 222-227, doi: 10.1109/CVAA66438.2025.11193255.

[2] B. Ji, F. Ji, X. Li and J. Ruan, "Dual-Ensembling for Robust Log Anomaly Detection: Combining Multi-Scale Inputs and Test-Time Augmentation," 2025 5th International Conference on Electronic Information Engineering and Computer Science (EIECS), Changchun, China, 2025, pp. 1322-1327, doi: 10.1109/EIECS67708.2025.11283218.

[3] Z. Wang, J. Ruan, J. Zhang and J. Yue, "A Temporal Action Evaluation Algorithm for Medical Clinical Skill Operations," 2023 3rd International Conference on Electronic Information Engineering and Computer Communication (EIECC), Wuhan, China, 2023, pp. 580-585, doi: 10.1109/EIECC60864.2023.10456639.

[4] X. Yuan, J. Ruan and J. Yue, "Classification of Microsatellite Instability Status in Slide-level Annotated Colorectal Tumors by Weakly Supervised Deep Learning," 2023 IEEE 6th Information Technology,Networking,Electronic and Automation Control Conference (ITNEC), Chongqing, China, 2023, pp. 1306-1310, doi: 10.1109/ITNEC56291.2023.10082276.

[5] Z. Zhang, J. Ruan and J. Zhang, "Research on Action Proposal Generation Based on Contexts for Medical Operation Videos," 2023 8th International Conference on Information Systems Engineering (ICISE), Dalian, China, 2023, pp. 131-135, doi: 10.1109/ICISE60366.2023.00033.

[6] J. Zhang, J. Ruan, M. Tan and Z. Zhang, "Research on Video Action Detection Based on Attention Mechanism," 2023 8th International Conference on Information Systems Engineering (ICISE), Dalian, China, 2023, pp. 126-130, doi: 10.1109/ICISE60366.2023.00032.

[7] T. Zhou, J. Ruan and K. Wang, "Real-time sub-pixel binocular ranging based on FPGA," 2022 International Conference on Advanced Computer Science and Information Systems (ICACSIS), Depok, Indonesia, 2022, pp. 31-38, doi: 10.1109/ICACSIS56558.2022.9923492.

[8] Z. Fan and J. Ruan, "Scale Adaptive Enhance Network for Crowd Counting," 2022 11th International Conference on Educational and Information Technology (ICEIT), Chengdu, China, 2022, pp. 220-225, doi: 10.1109/ICEIT54416.2022.9690718.

[9] Z. Zhu, J. Ruan, K. Wang, J. Zhou, G. Ye and C. Wu, "A Densely Connected Transformer for Machine Translation," 2019 12th International Symposium on Computational Intelligence and Design (ISCID), Hangzhou, China, 2019, pp. 221-224, doi: 10.1109/ISCID.2019.00057.

[10] Jingfan Zhou, Jun Ruan, Chenchen Wu, Guanglu Ye, Zhikui Zhu, Junqiu Yue and Yanggeling Zhang., "Superpixel Segmentation of Breast Cancer Pathology Images Based on Features Extracted from the Autoencoder," 2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN), Chongqing, China, 2019, pp. 366-370.

[11] Chenchen Wu ; Jun Ruan ; Guanglu Ye ; Jingfan Zhou ; Simin He ; Jianlian Wang ; Zhikui Zhu ; Junqiu Yue；Yanggeling Zhang，"Identifying Tumor in Whole-Slide Images of Breast Cancer Using Transfer Learning and Adaptive Sampling," 2019 Eleventh International Conference on Advanced Computational Intelligence (ICACI), Guilin, China, 2019, pp. 167-172.

[12] Guanglu Ye; Jun Ruan; Chenchen Wu; Jingfan Zhou; Simin He ; Jianlian Wang ; Zhikui Zhu ; Junqiu Yue；Yanggeling Zhang，, "Multitask Classification of Breast Cancer Pathological Images Using SE-DenseNet," 2019 Eleventh International Conference on Advanced Computational Intelligence (ICACI), Guilin, China, 2019, pp. 173-178.

[13] X. Huang, L. Wang, J. Ruan, S. Wu and D. Li, "Exploration research of thinking innovation based on PCST theory and knowledge graph," 2018 Chinese Automation Congress (CAC), Xi'an, China, 2018, pp. 1040-1045.

[14] Jianlian Wang, Jun Ruan, Simin He, Chenchen Wu, Guanglu Ye, Jingfan Zhou, Junqiu Yue and Yanggeling Zhang, Detection of Her2 Scores and Magnification from Whole Slide Images in Multi-task Convolutional Network, 2018 11th International Symposium on Computational Intelligence and Design (ISCID)

[15] Simin He, Jun Ruan, Jianlian Wang, Chenchen Wu, Guanglu Ye, Jingfan Zhou, Junqiu Yue and Yanggeling Zhang, "Combining Deep Learning with Traditional Features for Classification and Segmentation of Pathological Images of Breast Cancer," 2018 11th International Symposium on Computational Intelligence and Design (ISCID), Hangzhou, China, 2018, pp. 3-6.

[16] M. Sun, J. Ruan, J. Wang, S. He and J. Yue, "BSAIC: Identification of Significant Copy Number Aberrations in Cancer," 2017 10th International Symposium on Computational Intelligence and Design (ISCID), Hangzhou, 2017, pp. 91-95.

[17] Z. Liu, M. Sun, J. Ruan and J. Yue, "ToolSEG: A Tool for DNA Copy Number Segmentation," 2016 3rd International Conference on Soft Computing & Machine Intelligence (ISCMI), Dubai, 2016, pp. 159-163.

• 本人主持的部分项目：

[1] 京珠运营公司2024年管理报表电子化系统服务合同，从2024-09-01到2025-12-31，结题。

[2] 公路稽查数据采集和分析模型（灵眸系统）研发项目，从2023-07-01到2024-06-01，结题。

[3] 一种实验教学考试视频的自动评分系统的开发，从2022-08-01到2023-07-01，结题。

[4] 基于地理信息与可能性构造空间理论的控制技术研究，从2016-11-01到2017-11-01，结题。

[5] 随岳高速公路行车指南电子地图，从2012-05-01到2012-12-01，结题。

[6] 线路灾害及障碍报警装置，从2009-01-01到2010-12-01，结题。

• 本人参与的部分项目：

[1] 北京萨诺光电-武汉理工大学智慧医美研究院，从2024-02-29到2027-02-28，在研。

[2]高速高精度脉冲测量系统，从2024-08-07到2026-08-07，在研。

[3] BMC芯片通用化探索--并实现单BMC管理多节点，从2024-01-31到2025-01-31，在研。

[4]面向云服务器的Linux Boot/Open BMC技术，从2022-06-01到2023-06-01，结题。

[5] 1：5缩比模型采集控制系统，从2019-07-01到2019-12-01，结题。

[6]光纤光栅传感技术在道岔转换设备的应用技术研究，从2016-12-01到2017-12-01，结题。

[7]沥青路面智能化养护专家系统软件，从2009-01-01到2010-12-01，结题。

[8]基于GPS湖北汉十高速公路养护信息管理系统，从2009-01-01到2010-12-01，结题。

[9]京珠高速公路养护管理系统，从2006-09-01到2007-10-01，结题。

[10]大型煤炭装卸生产线的在线监测系统开发，从2005-09-01到2006-12-01，结题。

[11] AIS船舶跟踪监视系统，从2005-09-01到2006-05-01，结题。

[12]汉宜高速公路建设管理系统，从2004-11-01到2005-12-01，结题。

[13]桥梁长期健康检测的光纤光栅传感器及传感信息处理系统，从2004-03-01到2005-03-01，结题。

[14]重庆高速公路养护（综合）管理系统，从2002-01-01到2005-12-01，结题。

[15]湖北省高速公路养护管理系统，从2001-01-01到2001-10-01，结题。

[16]汉宜高速公路养护管理系统，从2000-01-01到2001-03-01，结题。