Detection and tracking of returns in sector-scan sonar image sequences

被引:14
作者
Chantler, MJ
Lane, DM
Dai, D
Williams, N
机构
[1] Department of Computing and Electrical Engineering
关键词
detection algorithm; tracking tree; sonar image processing; tracking algorithm; adaptive thresholding; object identification;
D O I
10.1049/ip-rsn:19960495
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The authors report the development of algorithms for the detection and tracking of object returns in noisy sector-scan sonar image sequences. Static objects are first removed using spatial and frequency domain filtering. The optical flow of the resulting images (containing only dynamic returns) is calculated. Significant dynamic returns are detected and segmented using adaptive thresholding. The average optical flow of each significant return is used by a tracking algorithm both to constrain search window radii and to derive a similarity measure. A tree of possible tracks is maintained in which the cumulative similarity measure is used to identify the most likely tracks and to prune out the least likely object sequences. The results of experiments using real scan sequences are presented to show the utility of the proposed tracking system.
引用
收藏
页码:157 / 162
页数:6
相关论文
共 11 条
[1]  
[Anonymous], 1984, THESIS CARNEGIE MELL
[2]   PERFORMANCE OF OPTICAL-FLOW TECHNIQUES [J].
BARRON, JL ;
FLEET, DJ ;
BEAUCHEMIN, SS .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1994, 12 (01) :43-77
[3]  
Chantler M.J., 1994, OCEANS 94
[4]   DETERMINING OPTICAL-FLOW [J].
HORN, BKP ;
SCHUNCK, BG .
ARTIFICIAL INTELLIGENCE, 1981, 17 (1-3) :185-203
[5]  
HORN BKP, 1986, ROBOT VISION, P280
[6]   AUTOMATIC INTERPRETATION OF SONAR IMAGERY USING QUALITATIVE FEATURE MATCHING [J].
LANE, DM ;
STONER, JP .
IEEE JOURNAL OF OCEANIC ENGINEERING, 1994, 19 (03) :391-405
[7]   ROBUST MODEL-BASED MOTION TRACKING THROUGH THE INTEGRATION OF SEARCH AND ESTIMATION [J].
LOWE, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1992, 8 (02) :113-122
[8]  
MEYER FG, 1994, CVGIP-IMAG UNDERSTAN, V60, P119, DOI 10.1006/ciun.1994.1042
[9]   A MODEL AND TRACKING ALGORITHM FOR A CLASS OF VIDEO TARGETS [J].
SCHALKOFF, RJ ;
MCVEY, ES .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1982, 4 (01) :2-10
[10]  
Simoncelli E. P., 1991, Proceedings 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (91CH2983-5), P310, DOI 10.1109/CVPR.1991.139707