RADIOMETRIC INVARIANT STEREO MATCHING BASED ON RELATIVE GRADIENTS

被引:0
作者
Zhou, Xiaozhou [1 ]
Boulanger, Pierre [1 ]
机构
[1] Univ Alberta, Dept Comp Sci, Edmonton, AB, Canada
来源
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012) | 2012年
关键词
stereo; radiometric invariant; relative gradients;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Colors images produced by current sensors are affected by many environmental factors resulting in the fact that even for the same illumination conditions, corresponding pixels in stereo pairs cannot be guaranteed to have the same color. In many cases, color based stereo matching is not a good choice to compute a good disparity maps. In this paper, we propose to solve this problem by using a relative gradient algorithm. Boundary and low texture problems are resolved by using a Gaussian weighting function and by limiting the search range. The experimental results show the proposed local method is effective and robust, and even outperforms some of the well-known global methods.
引用
收藏
页码:2989 / 2992
页数:4
相关论文
共 10 条
[1]  
Criminisi A, 2003, PROC CVPR IEEE, P721
[2]  
Fua P., 1993, Machine Vision and Applications, V6, P35, DOI 10.1007/BF01212430
[3]  
Heo Y., 2008, Proceedings of the International Conference on Computer Vision and Pattern Recognition, P1
[4]  
Heo YS, 2009, PROC CVPR IEEE, P445, DOI 10.1109/CVPRW.2009.5206507
[5]  
Hirschmüller H, 2007, PROC CVPR IEEE, P2134
[6]   RELATIVE GRADIENTS FOR IMAGE LIGHTING CORRECTION [J].
Hou, Zujun ;
Yau, Wei-Yun .
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, :1374-1377
[7]  
Lai SH, 2002, INT C PATT RECOG, P802, DOI 10.1109/ICPR.2002.1048424
[8]   A Convex Optimization Approach for Depth Estimation Under Illumination Variation [J].
Miled, Wided ;
Pesquet, Jean-Christophe ;
Parent, Michel .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (04) :813-830
[9]   A taxonomy and evaluation of dense two-frame stereo correspondence algorithms [J].
Scharstein, D ;
Szeliski, R .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2002, 47 (1-3) :7-42
[10]  
Zabih R., 1994, Computer Vision - ECCV '94. Third European Conference on Computer Vision. Proceedings. Vol.II, P151, DOI 10.1007/BFb0028345