A PROBABILISTIC ALGORITHM FOR COMPUTING HOUGH TRANSFORMS

被引:52
作者
BERGEN, JR [1 ]
SHVAYTSER, H [1 ]
机构
[1] SRI INT,DAVID SARNOFF RES CTR,PRINCETON,NJ 08543
关键词
D O I
10.1016/0196-6774(91)90037-Y
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Hough transform is a common technique in computer vision and pattern recognition for recognizing patterns of points. We describe an efficient probabilistic algorithm for a Monte-Carlo approximation to the Hough transform. Our algorithm requires substantially less computation and storage than the standard Hough transform when applied to patterns that are easily recognized by humans. The probabilistic steps involve randomly choosing small subsets of points that jointly vote for likely patterns. © 1991.
引用
收藏
页码:639 / 656
页数:18
相关论文
共 12 条
[1]   FAST PROBABILISTIC ALGORITHMS FOR HAMILTONIAN CIRCUITS AND MATCHINGS [J].
ANGLUIN, D ;
VALIANT, LG .
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1979, 18 (02) :155-193
[2]  
BROWN CM, 1983, 8TH P INT JOINT C AR, P1081
[3]   USE OF HOUGH TRANSFORMATION TO DETECT LINES AND CURVES IN PICTURES [J].
DUDA, RO ;
HART, PE .
COMMUNICATIONS OF THE ACM, 1972, 15 (01) :11-&
[4]  
Feller W., 1970, INTRO PROBABILITY TH, V1
[5]   PARALLEL GUESSING - A STRATEGY FOR HIGH-SPEED COMPUTATION [J].
FISCHLER, MA ;
FIRSCHEIN, O .
PATTERN RECOGNITION, 1987, 20 (02) :257-263
[6]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[7]  
Hough P.V.C., 1962, US Patent, Patent No. 3069654
[8]   A SURVEY OF THE HOUGH TRANSFORM [J].
ILLINGWORTH, J ;
KITTLER, J .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1988, 44 (01) :87-116
[9]   THE ADAPTIVE HOUGH TRANSFORM [J].
ILLINGWORTH, J ;
KITTLER, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (05) :690-698
[10]   MONTE-CARLO APPROXIMATION ALGORITHMS FOR ENUMERATION PROBLEMS [J].
KARP, RM ;
LUBY, M ;
MADRAS, N .
JOURNAL OF ALGORITHMS, 1989, 10 (03) :429-448