数据采集与处理2017,Vol.32Issue(5):890-897,8.DOI:10.16337/j.1004-9037.2017.05.005
人群运动中的视觉显著性研究
Research on Visual Saliency of Crowd Movement
摘要
Abstract
In public places,pedestrians always move by groups,which are called as motion groups.A motion group with the highest visual salienoy is the focus of the scene understanding.A new measurement of motion group's visual saliency is defined in this paper,and the measurement includes four descriptors as follows:scale,speed,group compactness and group variation of different frame.Based on these descriptors,a new method is proposed for detecting the highest visual saliency group.Firstly,the optical flow method is used to compute optical flow vectors.Then,hierarchical clustering algorithm is used to group the crowd.Finally,the values of each group's visual saliency are computed to find the group with the highest visual saliency value.Experimental results show that the proposed method can detect the highest visual saliency groups effectively.The research can be applied to computer visual fields such as crowd scene understanding,crowd motion analysis and crowd scene classification etc.关键词
人群运动/视觉显著性/群组规模/组内紧致度/群组变化度Key words
crowd motion/visual saliency/group scale/group tightness/group variation分类
信息技术与安全科学引用本文复制引用
刘赏,董林芳..人群运动中的视觉显著性研究[J].数据采集与处理,2017,32(5):890-897,8.基金项目
国家自然科学基金(61502331)资助项目 (61502331)
天津市自然科学基金(15JCQNJC00800)资助项目 (15JCQNJC00800)
中国民航信息技术科研基地开放课题(CAAC-ITRB-201504)资助项目 (CAAC-ITRB-201504)
中央高校科研业务经费项目(3122013C005)资助项目 (3122013C005)
中国民航大学科研启动项目(2013QD18X)资助项目. (2013QD18X)