Signal detection in power-law noise: effect of spectrum exponents

被引:71
作者
Burgess, Arthur E. [1 ]
Judy, Philip E. [1 ]
机构
[1] Harvard Univ, Sch Med, Brigham & Womens Hosp, Boston, MA 02115 USA
关键词
D O I
10.1364/JOSAA.24.000B52
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Many natural backgrounds have approximately isotropic power spectra of the power-law form, P(f)=K/f(beta) , where f is radial frequency. For natural scenes and mammograms, the values of the exponent, 6, range from 1.5 to 3.5. The ideal observer model predicts that for signals with certain properties and backgrounds that can be treated as random noise, a plot of log (contrast threshold) versus log (signal size) will be linear with slope, m, given by: m = (beta-2)/2. This plot is referred to as a contrast-detail (CD) diagram. It is interesting that this predicts a detection threshold that is independent of signal size for beta equal to 2. We present two-alternative forced-choice (2AFC) detection results for human and channelized model observers of a simple signal in filtered noise with exponents from 1.5 to 3.5. The CD diagram results are in good agreement with the prediction of this equation. (C) 2007 Optical Society of America
引用
收藏
页码:B52 / B60
页数:9
相关论文
共 38 条
[1]  
Ahumada AJ, 1997, J OPT SOC AM A, V14, P2471, DOI 10.1364/JOSAA.14.002471
[2]  
[Anonymous], 1988, SIGNAL DETECTION THE
[3]   EFFICIENCY OF DETECTING CHANGES OF DENSITY IN RANDOM DOT PATTERNS [J].
BARLOW, HB .
VISION RESEARCH, 1978, 18 (06) :637-650
[4]  
BARLOW HB, 1961, 3 POINTS LATERAL INH, P782
[5]   Stabilized estimates of Hotelling-observer detection performance in patient-structured noise [J].
Barrett, HH ;
Abbey, CK ;
Gallas, B ;
Eckstein, M .
IMAGE PERCEPTION: MEDICAL IMAGING 1998, 1998, 3340 :27-43
[6]   Estimation of the noisy component of anatomical backgrounds [J].
Bochud, FO ;
Valley, JF ;
Verdun, FR ;
Hessler, C ;
Schnyder, P .
MEDICAL PHYSICS, 1999, 26 (07) :1365-1370
[8]   EFFICIENCY OF HUMAN VISUAL SIGNAL DISCRIMINATION [J].
BURGESS, AE ;
WAGNER, RF ;
JENNINGS, RJ ;
BARLOW, HB .
SCIENCE, 1981, 214 (4516) :93-94
[9]   VISUAL SIGNAL-DETECTION .4. OBSERVER INCONSISTENCY [J].
BURGESS, AE ;
COLBORNE, B .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1988, 5 (04) :617-627
[10]   Evaluation of detection model performance in power-law noise [J].
Burgess, AE .
MEDICAL IMAGING 2001: IMAGE PERCEPTION AND PERFORMANCE, 2001, 4324 :123-132