个人简介(简历) 管业鹏 教授,博士生导师,上海大学智能信息处理学术带头人,全国宝钢优秀教师,上海大学十佳“我心目中的好导师”,教育部学位与研究生教育评估专家,上海市曙光学者,中国体育学会计算机应用分会常委,国家自然基金委、工信部、上海市科委及浙江省科委等评审专家,中国电子学会、计算机学会高级会员,分别收入Who's Who in the World和IBC Leading Educators of the World,国内外知名学术期刊特邀编辑与评审专家。 科研方向 主要从事大数据科学计算与决策、计算机(机器)视觉与模式识别、智能信息感知与处理、视听觉多模态智能人机交互、智能视频监控与安全防范等领域的研究工作。 在大数据非穿戴智能感知与交互、模式识别、信息处理与挖掘、人体行为分析、视频运动对象语义行为理解等方面,有扎实的研究基础和丰富的经验积累。 本科生教学 《数据结构与算法基础》 《智能信息感知与识别》 《信息与国力》 研究生培养 目前已培养IT行业优秀高级人才数十名,其中部分已成为国企/外企重要岗位与部门的领导和科研骨干。 承担或参与的科研项目 基于人类感知机理的智能指势视觉识别研究(国家自然科学基金) 移动对象异常行为自动识别技术研究(国家自然科学基金) 面向智能人机交互的指势视觉识别关键技术研究(教育部高等学校博士学科点专项科研基金) 临港地区新建海堤堤身探测方法研究(上海市科委海洋重大专项) 砖雕多元信息数据库及应用研究(文化和旅游部基金) 古陶瓷器型数字化及应用研究(文化和旅游部基金) 传统砖雕信息提取及文化解读(上海市教委重大专项基金) 石窟文物本体风化病害评估系统及保护技术研究(科技部“十三五”国家重点研发计划基金) 学术论文及授权发明专利 已发表学术论文百余篇,国家发明专利数十项。主要代表性论文及专利如下: (一)论文 [1] Yepeng Guan, Jun Fang, Xiaoping Wu. Multi-pose face recognition using cascade alignment network and incremental clustering. Signal, Image and Video Processing, 2020,DOI: 10.1007/s11760-020-01718-z [2] Zhang Changqi, Guan Yepeng. Research on related technologies of vision target tracking based on discrete differential algorithm for deep learning. Journal of Intelligent & Fuzzy Systems, 2019, 37(3):3267-3274 [3] Zhengkui Weng, Yepeng Guan. Trajectory-aware three-stream CNN for video action recognition. Journal of Electronic Imaging, 2019, 28(2): 021004-1~11 [4] Liyun Zhuang,Yepeng Guan. Improvement of face recognition with Gabor, PCA, and SVM under complex illumination conditions. Journal of Advanced Computational Intelligence and Intelligent Informatics, 2019, 23(3):465-473 [5] Yepeng Guan, Wenqing Mao. Pedestrian virtual space based abnormal behavior detection. International Journal of Computer Science, 2019,46(2): 311-320 [6] Liyun Zhuang, Yepeng Guan. Improvement of illumination-insensitive features for face recognition under complex illumination conditions. The Journal of Engineering, 2018, 2018(12): 1947-1953 [7] Liyun Zhuang, Yepeng Guan. Adaptive image enhancement using entropy-based sub-histogram equalization. Computational Intelligence and Neuroscience, 2018, 2018(1): 1-13 [8] Zengkui Weng, Yepeng Guan. Action recognition using length-variable edge trajectory and spatio-temporal motion skeleton descriptor. EURASIP Journal on Image and Video Processing, 2018, 2018(1): 1-15 [9] Xun Wang, Yepeng Guan. Research on key technologies of feature extraction and matching for face recognition. Journal of Advanced Oxidation Technologies, 2018, 21(2): 201803608 [10] Shu Yang, Ye-peng. Guan. Audio-visual perception based multimodal HCI. The Journal of Engineering, 2018, 2018(1): 190-198 [11] Shu Yang, Ye-peng Guan. Fusion strategy based multimodal human-computer interaction. International Journal of Computational Vision and Robotics, 2018, 8(3): 300-317 [12] Yong Luo, Ye-peng Guan. Adaptive skin detection using face location and facial structure estimation. IET Computer Vision, 2017,11(7): 550-559 [13] Liyun Zhuang, Yepeng Guan. Image enhancement via sub-image histogram equalization based on mean and variance. Computational Intelligence and Neuroscience, 2017, 2017(1): 1-12 [14] Wangbin Chu, Yepeng Guan. Identity verification based on facial pose pool and bag of words model. Journal of Advanced Computational Intelligence and Intelligent Informatics, 2017,21(3): 448-455 [15] Wen Zhao, Ye-peng Guan. Multimodal information perception based active human-computer interaction. International Journal of Computer Applications in Technology, 2017, 56(2): 141-151 [16] Kang Wei, Ye-peng Guan. Eye-hand coordination based human-computer interaction. International Journal of Signal Processing, Image Processing and Pattern Recognition, 2016, 9(10): 205-216 [17] Yizhen Huang, Yepeng Guan. Learning and intelligence can happen everywhere, a case study: learning via non-uniform 1D rulers with applications in image classification and recognition. Multimedia Tools and Applications, 2017, 76(1): 913-929 [18] Yizhen Huang, Yepeng Guan. Laplacian hashing for fast large-scale image retrieval and its applications for midway processing in a cascaded face detection structure. Multimedia Tools and Applications, 2016, 75(23): 16315-16332 [19] Yong Luo, Ye-Peng Guan. Enhanced facial texture illumination normalization for face recognition. Applied Optics, 2015, 54(22): 6887-6894 [20] Yizhen Huang, Yepeng Guan, Jiawen Wang. Transductive learning with nonlinear flexibility using trace norm minimization and fixed point continuation. Journal of Experimental and Theoretical Artificial Intelligence, 2016, 28(4): 707-718 [21] Shiyang Xie, Yepeng Guan. Motion instability based unsupervised online abnormal behaviors detection. Multimedia Tools and Applications, 2016, 75(12): 7423-7444 [22] Yizhen Huang, Yepeng Guan. Matrix completion with ordering relation constraints and its applications. International Journal of Pattern Recognition and Artificial Intelligence, 2015, 29(4): 1551003-1-18 [23] Yong Luo, Ye-Peng Guan. Structural compensation enhancement method for nonuniform illumination images. Applied Optics, 2015, 54(10): 2929-2938 [24] Yepeng Guan, Yizhen Huang. Multi-pose human head detection and tracking boosted by efficient human head validation using ellipse detection. Engineering Applications of Artificial Intelligence, 2015, 37(1): 181-193 [25] Y. Luo, Y.-P. Guan. Motion objects segmentation based on structural similarity background modeling. IET Computer Vision, 2015, 9(4): 476-488 (二)专利 [1] 管业鹏,仉长崎.视频运动对象异常行为自动检测方法(ZL201310407306.4,授权公告日:2017-03-15) [2] 管业鹏,潘静.基于虚拟触摸屏的非穿戴指势人机交互方法(ZL201410196648.0,授权公告日:2018-04-06) [3] 管业鹏,潘静.嘴唇外轮廓提取方法(ZL201210243876.X,授权公告日:2015-07-01) [4] 管业鹏.非穿戴指势视觉识别方法(ZL201010543788.2,授权公告日:2012-11-07) [5] 管业鹏,于蕴杰.指示手势的手指尖定位方法(ZL200910198196.9,授权公告日:2011-8-31) [6] 管业鹏.视频运动阴影检测方法,发明专利(ZL200810032396.2,授权公告日:2010-06-02) [7] 管业鹏.基于小波多尺度变换视频前景运动对象分割方法,发明专利(ZL200810032390.5,授权公告日:2009-10-28) 其他 热忱欢迎青年才俊为智能信息感知实验室贡献智慧和力量! http://www.iip.shu.edu.cn |