期刊文献+

基于局部特征融合的目标再识别方法

Object re-identification method based on fusion of local features
原文传递
导出
摘要 提出一种基于局部特征融合的目标再识别方法.通过视觉传感网采集视频图像,针对场景内的目标,首先结合颜色和形体特征,对目标进行区域分割,进一步设计特征描述子,对关键区域的颜色和形体信息进行提取,基于此判断目标间的相似度,实现目标再识别.实验表明了所提方法的有效性. An object re-identification method based on fusion of local features was proposed.Video image was obtained through visual sensor network and objects in scenes were concerned.Firstly,ob-ject was divided into multiple regions based on color feature and shape feature.Then,feature descrip-tors were designed to extract color and shape information of key regions.Finally,object re-identifica-tion was implemented by evaluating the similarity among the objects.The effectiveness of the pro-posed method was verified by experiments.
出处 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2015年第S1期192-195,共4页 Journal of Huazhong University of Science and Technology(Natural Science Edition)
基金 国家自然科学基金资助项目(61273352 61175111 60805038) 山东省自然科学基金资助项目(ZR2011FM008)
关键词 目标识别 区域分割 局部特征 再识别 视觉传感网 objcect recognition region segmentation local feature re-identification visual sensor network
  • 相关文献

参考文献8

  • 1S. Bak,E. Corvee,F. Bremond,M. Thonnat.Person re-identification using spatial covariance regions of human body parts. 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance . 2010
  • 2ZHAO R,OUYANG W,WANG X G.Unsupervised salience learning for person re-identification. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) . 2013
  • 3Cai Y,Pietik¨ainen M.Person re-identification based on global color context. Proc of Lecture Notes in Computer Science . 2011
  • 4Ma B,Su Y,Jurie F.Local descriptors encoded by Fisher Vectors for person re-identification. Lecture Notes in Computer Science . 2012
  • 5Gray D,Tao H.Viewpoint invariant pedestrian recognition with an ensemble of localized features. Lecture Notes in Computer Science . 2008
  • 6Schwartz W R,Davis L S.Learning discriminative appearance-based models using partial least squares. Proc of Proceedings of SIBGRAPI 2009 . 2009
  • 7Aziz K,Merad D,Fertil B.People re-identification across multiple non-overlapping cameras system by appearance classification and silhouette part segmentation. Proc of 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance . 2011
  • 8B¨auml M,Stiefelhagen R.Evaluation of local features for person re-identification in image sequences. Proc of 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance . 2011

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部