一、平台介绍
实验室依托2016年广东省优势重点学科、2018年“冲补强“特色一级学科、2019年珠江岗位学科-《控制科学与工程》开展工作，目的是为了凝练团队科学研究方向。实验室成员围绕多模态信息处理、智能安全性技术、多模态数据科学进行了系统的研究和产学研应用推广，核心成员由计算机科学学院教授博士、行业资深技术专家组成。
实验室分为多模态识别系统、智能安全控制和多模态大数据科学三个研究方向，基于深度学习与多模态信息的压缩感知技术， 旨在通过目标跟踪、数据降维、数字特征提取及其融合技术等方向，分别对其进行安全识别、智能控制和在互联网+模式下的应用研究。
二、科研成果
实验室与英国University of Strathclyde合作，面向视频和图像领域，研究了深度学习与压缩感知及其在大数据安全性处理的应用，实现了深度学习的结构化压缩感知信号测量技术，实现了大数据的分布式安全性处理技术。
项目技术成果发表论文15篇，其中SCI论文11篇，EI论文4篇；申请发明专利7项，授权4项，软件著作权2项；引进人才2人，培养人才7人，取得了较好的社会效益。
项目成果形成了云安全技术平台产品，应用于智慧城市建设，项目期间累计新增销售收入1890.94万元，取得了较好的经济效益及应用效果。
1 SCI收录论文：
[1] S.Tuna, B. U. Töreyin, M.Demiralp, J.C. Ren*, H.M. Zhao*, and S.Marshall. Iterative Enhanced Multivariance Products Representation for Effective Compression of Hyperspectral
Images[J].IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,https://ieeexplore.ieee.org/document/9258418, doi:10.1109/TGRS.2020.3031016,2021.(通信作者,SCI一区）
[2] Ping Ma, Jinchang Ren*, Huimin Zhao*, Genyun Sun, Paul Murray,and Jiangbin Zheng.
Multiscale 2-D Singular Spectrum Analysis and Principal Component Analysis for Spatial–Spectral Noise-Robust Feature Extraction and Classifification of Hyperspectral Images[J],IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, VOL. 14, pp: 1233-1245，2021.(通信作者,SCI二区）
[3]Yijun Yan , Jinchang Ren* , Julius Tschannerl , Huimin Zhao , Barry Harrison , and Frances Jack.Nondestructive Phenolic Compounds Measurement and Origin Discrimination of Peated Barley Malt Using Near-Infrared Hyperspectral Imagery and Machine Learning[J], IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, VOL. 70, 2021, DOI：10.1109/TIM.2021.3082274.
[4]陈荣军,郑志君，赵慧民，任金昌，谭洪舟.一种基于模糊成像机理的 QR 码图像快速盲复原方法［J］.光子学报，2021，50（7）：0710003-9.
[5]Jinchang Ren*,Yijun Yan,Huimin Zhao*,Ping Ma, Jaime Zabalza, Zain Hussain, Shaoming Luo, Qingyun Dai, Sophia Zhao, Aziz Sheikh, Amir Hussain, and Huakang Li. A Novel Intelligent Computational Approach to Model Epidemiological Trends and Assess the Impact of Non-Pharmacological Interventions for COVID-19[J], IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 24(12):3551-3563, DECEMBER 2020.(通信作者,SCI一区）
[6] Haijiang Sun, Qiaoyuan Liu, Jiacheng Wang, Jinchang Ren*, Yanfeng Wu, Huimin Zhao*, and Huakang Li. Fusion of Infrared and Visible Images for Remote Detection of Low-Altitude Slow-Speed Small Targets[J],IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, doi://10.1109/JSTARS.2021.3061496 ，2020.(通信作者,SCI二区）
[7] Zhenyu Fang, Jinchang Ren*, Stephen Marshall, Huimin Zhao, Song Wang, Xuelong Li.Topological optimization of the DenseNet with pretrained-weights inheritance and genetic channel selection[J].Pattern Recognition (2021),https://doi.org/10.1016/j.patcog.2020.107608.(SCI一区）
[8] Qiaoyuan Liu, Jinchang Ren*, Yuru Wang, Yuanbo Wu, Haijiang Sun,Huimin Zhao. EACOFT: An energy-aware correlation fifilter for visual tracking[J], Pattern Recognition (2020),https://doi.org/10.1016/j.patcog.2020.107766.(SCI一区）
[9]Zhenyu Fang, Jinchang Ren*, He Sun, Stephen Marshall, Junwei Han,and Huimin Zhao. SAFDet: A Semi-Anchor-Free Detector for Effective Detection of Oriented Objects in Aerial Images[J],Remote Sens. 2020, 12, 3225;https://doi:10.3390/rs12193225. (SCI二区）
[10] Yijun Yan, Yiguang Liu, Mingqiang Yang, Huimin Zhao, Yanmei Chai, Jinchang Ren*.Generic wavelet-based image decomposition and reconstruction framework for multi-modal data analysis in smart camera applications[J].IET Computer Vision, 14(7): 471-479, 2020.(SCI一区）
[11] Zhenyu Fang, Jinchang Ren∗, Stephen Marshall, Huimin Zhao∗, Zheng Wang∗, Kaizhu Huang, Bing Xiao. Triple loss for hard face detection[J]. Neurocomputing , 398 (2020) 20–30,https://doi.org/10.1016/.(通信作者,SCI二区）
[12] G Sun, X Zhang, X Jia, J Ren*, A Zhang, Y Yao, H Zhao. Deep Fusion of Localized Spectral Features and Multi-scale Spatial Features for Effective Classification of Hyperspectral Images[J], International Journal of Applied Earth Observation and Geoinformation, Volume 91, September 2020, 102157,https://doi.org/10.1016/j.jag.2020.102157. (SCI 一区)
[13] H. Sun, Jinchang. Ren*, HuiMin Zhao, et al. Adaptive distance-based band hierarchy (ADBH) for effective hyperspectral band selection [J]. IEEE Transactions on Cybernetics, 2020.https://www.ieee.org/publications/rights/index.html. (SCI一区)
[14]S Hu, J Qin, J Ren*, H Zhao, J Ren, H Hong. Automatic extraction of water inundation areas using sentinel-1 data for large plain areas[J], Remote Sensing, 12 (2), 243, 2020 (SCI二区)
[15] Rongjun Chen,Yingxing Yu, angtao Chen, ingbing Zhong,Huimin Zhao*,Amir Hussain, Hongzhou Tan. Customized 2D Barcode Sensing for Anti-Counterfeiting Application in Smart IoT with Fast Encoding and Information Hiding. Sensors 2020, 20, 4926，https://doi.org/10.3390/s20174926 ..(通信作者,SCI二区）
[16] Kaihan Lin , Huimin Zhao∗ , Jujian Lv , Canyao Li, Xiaoyong Liu, Rongjun Chen,et al. Face Detection and Segmentation Based on Improved Mask R-CNN[J]. Discrete Dynamics in Nature and Society, 2020,https://doi.org/10.1155/2020/9242917. (通信作者, SCI三区)
[17] R.J.Chen, Y.X. Yu ,H.M. Zhao*,S.J. Liu,J.C. Ren, H.Z. Tan *. Rewritable and Sustainable 2D Barcode for Traceability Application in Smart IoT Based Fault-Tolerant Mechanism[J].Sustainability 2020, 12(17), 7192;https://doi.org/10.3390/.(通信作者,SCI三区）
[18]Weijian Li, Xian Huang, Huimin Zhao* ,Guoliang Xie, and Fuxiang Lu. Fuzzy matching template attacks on multivariate cryptography : a case study[J] .Discrete Dynamics in Nature and Society,https://doi.org/10.1155/2020/9475782，2020.(通信作者,SCI三区）
[19]Julius Tschannerl, Jinchang Ren, Peter Yuen, Genyun Sun*, Huimin Zhao*, Zhijing Yang*, Zheng Wang, Stephen Marshall. MIMR-DGSA: Unsupervised Hyperspectral Band Selection Based on Information Theory and a Modified Discrete Gravitational Search Algorithm[J]. Information Fusion, 51( 2019):189-200. (通信作者,SCI一区）
[20] G.Y. Sun, H. Huang, A.Z. Zhang*, F.Li*, H.M. Zhao, et al. Fusion of Multiscale Convolu- tional Neural Networks for Building Extraction in Very High-Resolution Images[J]. Remote Sensing, 11(3):227-242, January 2019. (SCI二区)
2、发明专利
【1】林凯瀚，赵慧民,詹瑾等.发明专利:一种基于实例分割的监控视频多目标人脸检测方法及系统,2021年，授权号：ZL201811504897.6。
【2】赵慧民等，发明专利:实现数字指纹加密的视频多播传输方法，2015年，授权号：ZL201310074499.6。
【3】赵慧民(2)等，发明专利:UHF型RFID通用记录分析及RFID模拟实现方法，2018, 授权号: ZL201510184766.4.
【4】赵慧民，谢国樑等,发明专利: 一种图像隐写的方法和装置, 2018，授权号：ZL201810082685.7。
【5】赵慧民等，发明专利: 多载波调制的信息隐藏通信方法及其装置，2014，授权号：ZL201410301104.6.
【6】 赵慧民等(3企业合作).发明专利：智能锁万能互换离合控制器, 2018，授权号：ZL201410025158.4
【7】赵慧民,戴青云等，发明专利: 一种通用隐写分析的深度学习堆栈式自动编码方法, 2019, 授权号: ZL201610642550.2.
【8】赵慧民等，发明专利:一种数字图像特征感知的通用隐写分析方法，2019, 授权号: ZL20161058701.5.
【9】赵慧民,戴青云等，发明专利:云计算CCS细粒度数据控制方法，2019, 授权号: ZL201610294486.3.
【10】赵慧民,戴青云等，发明专利:一种图像内容感知的鲁棒通用隐写分析方法，2019，
授权号: ZL20161058701.5.
【11】詹瑾，郑鹏根，赵慧民等，发明专利：基于摄像头图像视频混合题材的滤波处理方法及系统，2019，授权号：ZL201711108390.4.
【12】谢桂圆，魏文国，蔡君，赵慧民等, 发明专利:一种基于Hadoop的海量小文件写入方法,2020,国际授权号：特许第6642650号.
【13】 魏文国，蔡君，赵慧民等, 发明专利:一种基于用户访问优化模型的海量小文件存储方法,2020,国际授权号：特许第6642651号.
三、风采展示
