Recent developments in imaging system assessment methodology, FROC analysis and the search model

被引:14
作者
Chakraborty, Dev P. [1 ]
机构
[1] Univ Pittsburgh, Murrysville, PA 15668 USA
关键词
Imaging system assessment; Observer performance; ROC; Free-response; FROC; JAFROC; MAXIMUM-LIKELIHOOD-ESTIMATION; FREE-RESPONSE; OPERATING CHARACTERISTICS; OBSERVER; ROC; LOCALIZATION; PERFORMANCE; CURVES;
D O I
10.1016/j.nima.2010.11.042
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A frequent problem in imaging is assessing whether a new imaging system is an improvement over an existing standard. Observer performance methods, in particular the receiver operating characteristic (ROC) paradigm, are widely used in this context. In ROC analysis lesion location information is not used and consequently scoring ambiguities can arise in tasks, such as nodule detection, involving finding localized lesions. This paper reviews progress in the free-response ROC (FROC) paradigm in which the observer marks and rates suspicious regions and the location information is used to determine whether lesions were correctly localized. Reviewed are FROC data analysis, a search model for simulating FROC data, predictions of the model and a method for estimating the parameters. The search model parameters are physically meaningful quantities that can guide system optimization. (c) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:S297 / S301
页数:5
相关论文
共 23 条
[1]  
BUNCH PC, 1978, J APPL PHOTOGR ENG, V4, P166
[2]  
Chakraborty D., 2010, HDB MED IMAGE PERCEP, P216
[3]   Operating characteristics predicted by models for diagnostic tasks involving lesion localization [J].
Chakraborty, D. P. ;
Yoon, Hong-Jun .
MEDICAL PHYSICS, 2008, 35 (02) :435-445
[4]   ROC curves predicted by a model of visual search [J].
Chakraborty, D. P. .
PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (14) :3463-3482
[5]   A search model and figure of merit for observer data acquired according to the free-response paradigm [J].
Chakraborty, D. P. .
PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (14) :3449-3462
[6]   Spatial localization accuracy of radiologists in free-response studies: Inferring perceptual FROC curves from mark-rating data [J].
Chakraborty, Dev ;
Yoon, Hong-Jun ;
Mello-Thoms, Claudia .
ACADEMIC RADIOLOGY, 2007, 14 (01) :4-18
[7]   Validation and Statistical Power Comparison of Methods for Analyzing Free-response Observer Performance Studies [J].
Chakraborty, Dev P. .
ACADEMIC RADIOLOGY, 2008, 15 (12) :1554-1566
[8]   Observer studies involving detection and localization: Modeling, analysis, and validation [J].
Chakraborty, DP ;
Berbaum, KS .
MEDICAL PHYSICS, 2004, 31 (08) :2313-2330
[9]   MAXIMUM-LIKELIHOOD ESTIMATION OF PARAMETERS OF SIGNAL-DETECTION THEORY AND DETERMINATION OF CONFIDENCE INTERVALS - RATING-METHOD DATA [J].
DORFMAN, DD ;
ALF, E .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1969, 6 (03) :487-&
[10]   RECEIVER OPERATING CHARACTERISTIC RATING ANALYSIS - GENERALIZATION TO THE POPULATION OF READERS AND PATIENTS WITH THE JACKKNIFE METHOD [J].
DORFMAN, DD ;
BERBAUM, KS ;
METZ, CE .
INVESTIGATIVE RADIOLOGY, 1992, 27 (09) :723-731