Model-based object recognition using laser radar range imagery

被引:5
作者
Koksal, AE [1 ]
Shapiro, JH [1 ]
Wells, WM [1 ]
机构
[1] MIT, Elect Res Lab, Cambridge, MA 02139 USA
来源
AUTOMATIC TARGET RECOGNITION IX | 1999年 / 3718卷
关键词
automatic target recognition; laser radar; model-based object recognition;
D O I
10.1117/12.359956
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The combined effects of laser speckle and local oscillator shot noise degrade coherent laser radar range measurements. As a result, laser radar range imagery suffers from both uniformly-distributed range anomalies and Gaussian-distributed local range errors. Our goal in this research is to develop a target recognition system capable of recognizing military vehicles in range images provided by airborne laser radars. In particular, we will focus on using laser radar range imagery in a statistical model-based object recognition system. We shall present performance results for our object recognition system using laser radar data from the MIT Lincoln Laboratory Infrared Airborne Radar (IRAR) data release together with 3-D CAD models which account for the possible military targets that may be present on the site imaged by the laser radar.
引用
收藏
页码:256 / 266
页数:11
相关论文
共 14 条
[1]  
BOUNDS JK, 1996, 610 MIT RES LAB EL T
[2]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[3]  
Goodman J.W., 1975, LASER SPECKLE RELATE
[4]  
GREEN TJ, 1992, OPT ENG, V31, P2343, DOI 10.1117/12.59955
[5]   Maximum-likelihood multiresolution laser radar range imaging [J].
Greer, DR ;
Fung, I ;
Shapiro, JH .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (01) :36-46
[6]  
GSCHWENDTNER AB, 1983, OPTICAL LASER REMOTE
[7]  
Hannon S. M., 1988, P SOC PHOTO-OPT INS, V999, P162
[8]  
HANNON SM, 1990, P SOC PHOTO-OPT INS, V1222, P2, DOI 10.1117/12.18364
[9]  
Harney R. C., 1980, Proceedings of the Society of Photo-Optical Instrumentation Engineers, V227, P162
[10]  
KINGSTON RH, 1978, DETECTION OPTICAL IN, pCH3