GEOMETRIC REGISTRATION OF IMAGES WITH ARBITRARILY-SHAPED LOCAL INTENSITY VARIATIONS FROM SHADOWS

被引:5
作者
Fouad, M. M. [1 ]
Dansereau, R. M. [1 ]
Whitehead, A. D. [1 ]
机构
[1] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada
来源
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年
关键词
Image registration; local intensity correction; photometric correction; panoramic image mosaics; ALGORITHM;
D O I
10.1109/ICIP.2009.5414213
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we focus on the sub-pixel geometric registration of images with arbitrarily-shaped local intensity variations, particularly due to shadows. Intensity variations tend to degrade the performance of geometric registration, thereby degrading subsequent processing. To handle intensity variations, we propose a model with illumination correction that can handle arbitrarily-shaped regions of local intensity variations. The approach is set in an iterative coarse-to-fine framework with steps to estimate the geometric registration with illumination correction and steps to reline the arbitrarily-shaped local intensity regions. The results show that this model outperforms linear scalar model by a factor of 6.8 in sub-pixel registration accuracy.
引用
收藏
页码:201 / 204
页数:4
相关论文
共 7 条
[1]  
Aguiar PMQ, 2006, IEEE IMAGE PROC, P361
[2]   A fast parametric motion estimation algorithm with illumination and lens distortion correction [J].
Altunbasak, Y ;
Mersereau, RM ;
Patti, AJ .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (04) :395-408
[3]  
[Anonymous], 1999, SPRINGER SCI
[4]  
JIANG J, 2008, IEEE ICCVPR, P1
[5]   An efficient k-means clustering algorithm:: Analysis and implementation [J].
Kanungo, T ;
Mount, DM ;
Netanyahu, NS ;
Piatko, CD ;
Silverman, R ;
Wu, AY .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) :881-892
[6]   Elastic registration in the presence of intensity variations [J].
Periaswamy, S ;
Farid, H .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (07) :865-874
[7]   Image quality assessment: From error visibility to structural similarity [J].
Wang, Z ;
Bovik, AC ;
Sheikh, HR ;
Simoncelli, EP .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) :600-612