A multi-level dynamic programming method for line segment matching in axial motion stereo

被引:6
作者
Yip, RKK [1 ]
机构
[1] City Univ Hong Kong, Dept Elect Engn, 83 Tat Chee Ave, Kowloon, Peoples R China
关键词
multi-level dynamic programming; axial motion stereo; line matching; similarity measure; local similarity measure; global similarity measure;
D O I
10.1016/S0031-3203(98)00042-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper propose a multi-level dynamic programming method to solve the line segment-based correspondence problem in axial motion stereo. In this method, a local similarity measure (LSM) is calculated For each line segment pair between the front and back images. A threshold T and certain constraints are used as selecting criteria for choosing potential matching pairs in each level. In Level I, threshold T is set to a relatively high value to ensure the probability of correct match in the first level is very high. In this level, the matching probability between line segments is represented by their local similarity measure. Dynamic programming is then used to search for the best match for those selected potential matching pairs. Matched pairs are used to assist the matching process of the next level. By considering the geometric properties between the matched and the remaining line segments, a global similarity measure (GSM) is calculated for each remaining line segment pair. An overall similarity measure (matching probability) for each remaining line segment pair is then obtained by the LSM and the GSM. The algorithm then proceeds with the second match, but with a slightly lower threshold T-2. New matched results are then used to modify the GSM and the overall similarity measure of the remaining line segment pairs. These processes are repeated until a predefined level n(stop) (or a predefined condition) is reached. By using the GSM and the multi-level searching technique, the proposed technique increases the matching accuracy and the number of matches while reducing the number of unmatched line segment due to misordering when dynamic programming is used for axial motion stereo matching. (C) 1998 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1653 / 1668
页数:16
相关论文
共 14 条
[1]   CAMERA GEOMETRIES FOR IMAGE MATCHING IN 3-D MACHINE VISION [J].
ALVERTOS, N ;
BRZAKOVIC, D ;
GONZALEZ, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (09) :897-915
[2]  
ANTHONY YKH, 1996, PATTERN RECOGN, V29, P121
[3]   STEREO MATCHING IN THE PRESENCE OF NARROW OCCLUDING OBJECTS USING DYNAMIC DISPARITY SEARCH [J].
DHOND, UR ;
AGGARWAL, JK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (07) :719-724
[4]   STRUCTURE FROM STEREO - A REVIEW [J].
DHOND, UR ;
AGGARWAL, JK .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1989, 19 (06) :1489-1510
[5]   LINE SEGMENT-BASED AXIAL MOTION STEREO [J].
JIANG, XY ;
BUNKE, H .
PATTERN RECOGNITION, 1995, 28 (04) :553-562
[6]   A STEREO MATCHING ALGORITHM WITH AN ADAPTIVE WINDOW - THEORY AND EXPERIMENT [J].
KANADE, T ;
OKUTOMI, M .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1994, 16 (09) :920-932
[7]   A DYNAMIC-PROGRAMMING APPROACH TO LINE SEGMENT MATCHING IN STEREO VISION [J].
LEE, SH ;
LEOU, JJ .
PATTERN RECOGNITION, 1994, 27 (08) :961-986
[8]   STEREO CORRESPONDENCE BASED ON LINE MATCHING IN HOUGH SPACE USING DYNAMIC-PROGRAMMING [J].
LI, ZN .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1994, 24 (01) :144-152
[9]  
LIU J, 1993, SIGNAL PROCESS-IMAGE, V5, P305
[10]   MULTI-PRIMITIVE HIERARCHICAL (MPH) STEREO ANALYSIS [J].
MARAPANE, SB ;
TRIVEDI, MM .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1994, 16 (03) :227-240