Journal Article10.1016/J.ACRA.2007.09.015
Potential effect of different radiologist reporting methods on studies showing benefit of CAD.
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TL;DR: Use of different types of reporting data in the computation of sensitivity and specificity may result in different conclusions concerning the benefit of computer-aided diagnosis, as well as the use of user-dependent thresholds.
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About: This article is published in Academic Radiology. The article was published on 01 Feb 2008. The article focuses on the topics: Receiver operating characteristic.
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Citations
Anniversary paper: History and status of CAD and quantitative image analysis: the role of Medical Physics and AAPM.
TL;DR: The future includes the combined research efforts from physicists working in CAD with those working on quantitative imaging systems to readily yield information on morphology, function, molecular structure, and more-from animal imaging research to clinical patient care.
342
Evaluating Imaging and Computer-aided Detection and Diagnosis Devices at the FDA
Brandon D. Gallas,Heang Ping Chan,Carl J. D'Orsi,Lori E. Dodd,Maryellen L. Giger,David Gur,Elizabeth A. Krupinski,Charles E. Metz,Kyle J. Myers,Nancy A. Obuchowski,Berkman Sahiner,Alicia Y. Toledano,Margarita L. Zuley +12 more
TL;DR: This report summarizes the Joint FDA-MIPS Workshop on Methods for the Evaluation of Imaging and Computer-Assist Devices, which gathered information on the current state of the science and facilitated consensus development on statistical methods and study designs for the evaluation of imaging devices to support US Food and Drug Administration submissions.
82
A brief history of free-response receiver operating characteristic paradigm data analysis
TL;DR: The history of work in this field is reviewed, terminology used to describe the paradigm, proposed measures of performance (figures of merit), ways of visualizing the data (operating characteristics), and software for analyzing free-response receiver operating characteristic studies are introduced.
65
Diagnostic quality assessment of medical images: Challenges and trends
Christine Cavaro-Menard,Lu Zhang,Patrick Le Callet +2 more
- 05 Jul 2010
TL;DR: A survey of some key issues and results associated with the objective assessment of diagnostic quality of medical images from subjective assessment including ROC analysis, and diagnostic criteria quality analysis, to objective assessment including metrics based on the HVS, and model observers.
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Computer-aided Detection and Diagnosis
Robert M. Nishikawa
- 01 Jan 2010
TL;DR: CADe and CADx schemes continue to evolve in terms of accuracy and user interface and it is expected that CADe and eventually CADx will play anincreasing role in breast imaging in the future.
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Improving breast cancer diagnosis with computer-aided diagnosis
Yulei Jiang,Robert M. Nishikawa,Robert A. Schmidt,Charles E. Metz,Maryellen L. Giger,Kunio Doi +5 more
TL;DR: CAD can be used to improve radiologists' performance in breast cancer diagnosis by using receiver operating characteristic (ROC) analysis and by comparing biopsy recommendations.
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