首页 > 论文 > Chinese Optics Letters > 7卷 > 7期(pp:576-579)

Target tracking in infrared imagery using a novel particle filter

  • 摘要
  • 论文信息
  • 参考文献
  • 被引情况
  • PDF全文
分享:

Abstract

To address two challenging problems in infrared target tracking, target appearance changes and unpredictable abrupt motions, a novel particle filtering based tracking algorithm is introduced. In this method, a novel saliency model is proposed to distinguish the salient target from background, and the eigenspace model is invoked to adapt target appearance changes. To account for the abrupt motions efficiently, a two-step sampling method is proposed to combine the two observation models. The proposed tracking method is demonstrated through two real infrared image sequences, which include the changes of luminance and size, and the drastic abrupt motions of the target.

广告组1 - 空间光调制器+DMD
补充资料

收稿日期:2008-09-11

录用日期:--

网络出版日期:0001-01-01

作者单位    点击查看

王芳林:Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
刘尔琦:Institute of the Second Academy, China Aerospace Science and Industry Corporation, Beijing 100854, China
杨杰:Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
郁生阳:Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
周越:Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China

备注:The authors are thankful to Xiaodi Hou for his valuable discussion and the centre of imaging science, ARO DAAH049510494 for providing the AMCOM infrared data sets. This work was supported by the National “863" Project of China (No. 2007AA01Z164) and the National Natural Science Foundation of China (Nos. 60675023 and 60602012).

【1】A. Yilmaz, K. Shafique, and M. Shah, Image and Vision Computing 21, 623 (2003).

【2】J. S. Shaik and K. M. Iftekharuddin, in Proceedings of IEEE International Joint Conference on Neural Networks 1201 (2003).

【3】M. J. Black and A. D. Jepson, International Journal Computer Vision 26, 63 (1998).

【4】D. A. Ross, J. Lim, R.-S. Lin and M.-H. Yang, Int. J. Vis. 77, 125 (2008).

【5】V. Venkataraman, G. Fan, and X. Fan, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition 3466 (2007).

【6】M. S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, IEEE Transaction on Signal Processing 50, 174 (2002).

【7】X. Hou and L. Zhang, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition 2280 (2007).

【8】J. Cheng, Y. Zhou, and N. Cai, J. Infrared Millim. Waves (in Chinese) 25, 113 (2006).

【9】B. Zhang, W. Tian, and Z. Jin, Chin. Opt. Lett. 4, 569 (2006).

引用该论文

Fanglin Wang, Erqi Liu, Jie Yang, Shengyang Yu, Yue Zhou, "Target tracking in infrared imagery using a novel particle filter," Chinese Optics Letters 7(7), 576-579 (2009)

被引情况

【1】汪小平,张天序,颜露新,王曼,吴家伟. 基于改进多级滤波的红外小目标增强. Chinese Optics Letters, 2011, 9(5): 51001-51003

您的浏览器不支持PDF插件,请使用最新的(Chrome/Fire Fox等)浏览器.或者您还可以点击此处下载该论文PDF