Automatic two-stage IR and MMW image registration algorithm for concealed weapons detection

被引:20
作者
Chen, HM [1 ]
Varshney, PK [1 ]
机构
[1] Syracuse Univ, Dept Elect Engn & Comp Sci, Syracuse, NY 13244 USA
来源
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING | 2001年 / 148卷 / 04期
关键词
D O I
10.1049/ip-vis:20010459
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A two-stage registration scheme for the concealed weapons detection (CWD) problem is developed. The goal is to automatically register images taken simultaneously from two different (infrared (IR) and millimetre wave (MMW)) but parallel sensors whose lines of sight (LOS) are close to each other. The purpose of the first stage is to register the images coarsely. A feature-based image registration algorithm based on human body silhouettes is developed at this stage. The pose parameters found at this stage are used as the starting search point for the second stage of the registration algorithm. At the second stage, maximisation of the mutual information measure between IR and MMW images is performed to improve the pose parameters obtained at the first stage. Two-dimensional partial volume interpolation is employed to estimate the joint histogram that is needed to calculate mutual information. The simplex search algorithm is utilised to maximise the MI measure. In both stages, the distortion between the two images is assumed to be a rigid body transformation. Experimental results indicate that the automated two-stage registration algorithm performs fairly well.
引用
收藏
页码:209 / 216
页数:8
相关论文
共 20 条
  • [1] A SURVEY OF IMAGE REGISTRATION TECHNIQUES
    BROWN, LG
    [J]. COMPUTING SURVEYS, 1992, 24 (04) : 325 - 376
  • [2] A NOTE ON THE USE OF THE GRAYLEVEL CO-OCCURRENCE MATRIX IN THRESHOLD SELECTION
    CHANDA, B
    MAJUMDER, DD
    [J]. SIGNAL PROCESSING, 1988, 15 (02) : 149 - 167
  • [3] CHEN H, 2000, THESIS SYRACUSE U
  • [4] Imaging sensor fusion for concealed weapon detection
    Currie, N
    Demma, F
    Ferris, D
    McMillan, R
    Wicks, M
    Zyga, K
    [J]. INVESTIGATIVE IMAGE PROCESSING, 1997, 2942 : 71 - 81
  • [5] Infrared and millimeter-wave sensors for military special operations and law enforcement applications
    Currie, NC
    Demma, FJ
    Ferris, DD
    Kwasowsky, BR
    McMillan, RW
    Wicks, MC
    [J]. INTERNATIONAL JOURNAL OF INFRARED AND MILLIMETER WAVES, 1996, 17 (07): : 1117 - 1138
  • [6] ARPA/NIJ/Rome laboratory concealed weapon detection program: An overview
    Currie, NC
    Demma, FJ
    Ferris, DD
    McMillan, RW
    Wicks, MC
    [J]. SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION V, 1996, 2755 : 492 - 502
  • [7] Katuri R, 1991, COMPUTER VISION PRIN
  • [8] AUTOMATIC TARGET SEGMENTATION BY LOCALLY ADAPTIVE IMAGE THRESHOLDING
    LIE, WN
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (07) : 1036 - 1041
  • [9] Multimodality image registration by maximization of mutual information
    Maes, F
    Collignon, A
    Vandermeulen, D
    Marchal, G
    Suetens, P
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (02) : 187 - 198
  • [10] A SIMPLEX-METHOD FOR FUNCTION MINIMIZATION
    NELDER, JA
    MEAD, R
    [J]. COMPUTER JOURNAL, 1965, 7 (04) : 308 - 313