Performance Studies for Validation of CAD Systems

作者: David G. Brown , Brandon D. Gallas

DOI: 10.1109/IJCNN.2007.4371412

关键词:

摘要: Evaluation of computational intelligence (CI) systems designed to improve the performance a human operator is complicated by necessity including effect variability. In this paper we examine methodology available for addressing variability within context medical imaging computer-assisted diagnosis (CAD) systems. We present review currently techniques and give an example using computer simulation. It shown how advanced statistical lead more efficient measures CAD performance.

参考文章(17)
Matthew A. Kupinski, Eric Clarkson, Harrison H. Barrett, A probabilistic model for the MRMC method, part 2: validation and applications. Academic Radiology. ,vol. 13, pp. 1422- 1430 ,(2006) , 10.1016/J.ACRA.2006.07.015
Russell V. Lenth, Yeh-Fong Chen, Brenda A. Donaghy, Donald D. Dorfman, Kevin S. Berbaum, Monte Carlo validation of a multireader method for receiver operating characteristic discrete rating data: Factorial experimental design Academic Radiology. ,vol. 5, pp. 591- 602 ,(1998) , 10.1016/S1076-6332(98)80294-8
Andriy I. Bandos, Howard E. Rockette, David Gur, Exact Bootstrap Variances of the Area Under ROC Curve Communications in Statistics-theory and Methods. ,vol. 36, pp. 2443- 2461 ,(2007) , 10.1080/03610920701215811
David G. Brown, Alexander C. Schneider, Mary S. Pastel, Robert F. Wagner, Effects of finite sample size and correlated/noisy input features on neural network pattern classification Medical Imaging 1994: Image Processing. ,vol. 2167, pp. 642- 651 ,(1994) , 10.1117/12.175100
Brandon D. Gallas, One-shot estimate of MRMC variance: AUC. Academic Radiology. ,vol. 13, pp. 353- 362 ,(2006) , 10.1016/J.ACRA.2005.11.030
Cheryl A. Roe, Charles E. Metz, Variance-component modeling in the analysis of receiver operating characteristic index estimates Academic Radiology. ,vol. 4, pp. 587- 600 ,(1997) , 10.1016/S1076-6332(97)80210-3
Nancy A. Obuchowski, Sergey V. Beiden, Kevin S. Berbaum, Stephen L. Hillis, Hemant Ishwaran, Hae Hiang Song, Robert F. Wagner, Multireader, multicase receiver operating characteristic analysis: An empirical comparison of five methods Academic Radiology. ,vol. 11, pp. 980- 995 ,(2004) , 10.1016/J.ACRA.2004.04.014
Eric Clarkson, Matthew A. Kupinski, Harrison H. Barrett, A probabilistic model for the MRMC method, part 1: theoretical development. Academic Radiology. ,vol. 13, pp. 1410- 1421 ,(2006) , 10.1016/J.ACRA.2006.07.016
Nancy A. Obuchowski, Howard E. Rockette, Hypothesis testing of diagnostic accuracy for multiple readers and multiple tests: An anova approach with dependent observations Communications in Statistics - Simulation and Computation. ,vol. 24, pp. 285- 308 ,(1995) , 10.1080/03610919508813243