Extended Hough transform for linear feature detection

被引:66
作者
Cha, J
Cofer, RH
Kozaitis, SP
机构
[1] Florida Inst Technol, Dept Elect & Comp Engn, Melbourne, FL 32901 USA
[2] Florida Inst Technol, Dept Comp Sci, Melbourne, FL 32901 USA
关键词
building extraction; feature extraction; Hough transform; pattern recognition;
D O I
10.1016/j.patcog.2005.05.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Improving the accuracy of line segment detection reduces the complexity of subsequent high-level processing common in cartographic feature detection. We developed a new extension to the Hough transform and reported on its application to building extraction. We expanded the Hough space by a third parameter, the horizontal or vertical coordinate of the image space, to provide incremental information as to the length of the lineal feature being sought. Using this extended HT transform allowed us to more accurately detect the true length of a line segment. In addition, we used a Bayesian probabilistic approach to process our extended Hough space that further increased the accuracy of our extended Hough transform. (c) 2005 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1034 / 1043
页数:10
相关论文
共 24 条
[1]   DETERMINATION OF LINE LENGTH USING HOUGH TRANSFORM [J].
AKHTAR, MW ;
ATIQUZZAMAN, M .
ELECTRONICS LETTERS, 1992, 28 (01) :94-96
[2]  
Atiquzzaman M., 1995, Real-Time Imaging, V1, P419, DOI 10.1006/rtim.1995.1043
[3]   COMPLETE LINE SEGMENT DESCRIPTION USING THE HOUGH TRANSFORM [J].
ATIQUZZAMAN, M ;
AKHTAR, MW .
IMAGE AND VISION COMPUTING, 1994, 12 (05) :267-273
[4]   GENERALIZING THE HOUGH TRANSFORM TO DETECT ARBITRARY SHAPES [J].
BALLARD, DH .
PATTERN RECOGNITION, 1981, 13 (02) :111-122
[5]   Image chain assessment for feature extraction [J].
Cofer, RH ;
Kozaitis, SP .
VISUAL INFORMATION PROCESSING XII, 2003, 5108 :287-294
[6]  
COSTA LD, 1990, IEE CONF PUBL, V316, P98
[7]   Monocular right-angle building hypothesis generation in regularized urban areas by pose clustering [J].
Croitoru, A ;
Doytsher, Y .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2003, 69 (02) :151-169
[8]   USE OF HOUGH TRANSFORMATION TO DETECT LINES AND CURVES IN PICTURES [J].
DUDA, RO ;
HART, PE .
COMMUNICATIONS OF THE ACM, 1972, 15 (01) :11-&
[9]  
Foley J.D., 1996, Computer graphics: principles and practice
[10]   A FAST HOUGH TRANSFORM FOR SEGMENT DETECTION [J].
GUIL, N ;
VILLALBA, J ;
ZAPATA, EL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (11) :1541-1548