Evaluation of human detection performance using target structure similarity clutter metrics

被引:13
作者
Chang, Honghua [1 ]
Zhang, Jianqi [1 ]
机构
[1] Xidian Univ, Sch Tech Phys, Xian 710071, Shannxi, Peoples R China
基金
中国国家自然科学基金;
关键词
clutter; Search_2 data set; human performance; target structure similarity (TSSIM); statistical variance (SV); probability of edge (POE);
D O I
10.1117/1.2353848
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
One of the most challenging research topics in the field of target detection in electro-optical images is the relationship between image content and human detection performance. We propose two target structure similarity (TSSIM) metrics to describe global image clutter. Via a simple mathematical formula, the TSSIM clutter metrics and their combinations with different local target-to-background contrasts, which are loosely referred to as signal-to-clutter ratios (SCRs), are used to predict human detection performance. Other clutter measures and their combinations with the contrast ones are also considered for comparison. The degrees of correlation between target detection probabilities and various clutter metrics, as well as the SCR models, are presented. Experiment results show that the TSSIM measures are more suitable for quantifying electro-optical clutter than other clutter measures compared. And the SCR metric, which combines the root-sum-of-squares local contrast and a TSSIM clutter metric, generates the best predictive capabilities for the experimental detection probabilities. (c) 2006 Society of Photo-Optical Instrumentation Engineers.
引用
收藏
页数:7
相关论文
共 21 条
  • [1] Evaluation of human detection performance of targets embedded in natural and enhanced infrared images using image metrics
    Aviram, G
    Rotman, SR
    [J]. OPTICAL ENGINEERING, 2000, 39 (04) : 885 - 896
  • [2] AVITAL Z, 1992, P SOC PHOTO-OPT INS, V1971, P436
  • [3] CHANG H, IN PRESS IEEE T AERO
  • [4] GERHART GR, 1993, P SOC PHOTO-OPT INS, V1969, P11, DOI 10.1117/12.154736
  • [5] A relative clutter metric
    Meitzler, T
    Gerhart, G
    Singh, H
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1998, 34 (03) : 968 - 976
  • [6] Wavelet transforms of cluttered images and their application to computing the probability of detection
    Meitzler, TJ
    Karlsen, RE
    Gerhart, GR
    Sohn, E
    Singh, H
    [J]. OPTICAL ENGINEERING, 1996, 35 (10) : 3019 - 3025
  • [7] REYNOLDS WR, 1990, P SOC PHOTO-OPT INS, V1311, P232, DOI 10.1117/12.21836
  • [8] Textural metrics for clutter affecting human target acquisition
    Rotman, SR
    Hsu, D
    Cohen, A
    Shamay, D
    Kowalczyk, ML
    [J]. INFRARED PHYSICS & TECHNOLOGY, 1996, 37 (06) : 667 - 674
  • [9] CLUTTER METRICS FOR TARGET DETECTION SYSTEMS
    ROTMAN, SR
    TIDHAR, G
    KOWALCZYK, ML
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1994, 30 (01) : 81 - 91
  • [10] Clutter metrics for predicting human target acquisition performance
    Rotman, SR
    Aviram, G
    [J]. TARGETS AND BACKGROUNDS VII: CHARACTERIZATION AND REPRESENTATION, 2001, 4370 : 114 - 119