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Published on: August 10, 2016
Can the spherical gold standards be used as an alternative to painted gold standards for the computerized detection
Yukihiro Nomura1, Naoto Hayashi2, Shouhei Hanaoka3
1Department of Computational Diagnostic Radiology and Preventive Medicine, The University of Tokyo Hospital, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan. nomuray-tky@umin.ac.jp.
Purpose:
For the development of computer-assisted detection (CAD) software using voxel-based classification, gold standards defined by pixel-by-pixel painting, called painted gold standards, are desirable. However, for radiologists who define gold standards, a simplified method of definition is desirable. One of the simplest methods of defining gold standards is a spherical region, called a spherical gold standard. In this study, we investigated whether spherical gold standards can be used as an alternative to painted gold standards for computerized detection using voxel-based classification.
Materials And Methods:
The spherical gold standards were determined by the center of gravity and the maximum diameter. We compared two types of gold standard, painted gold standards and spherical gold standards, by two types of CAD software using voxel-based classification.
Results:
The time required to paint the area of one lesion was 4.7-6.5 times longer than the time required to define a spherical gold standard. For the same performance of the CAD software, the number of training cases required for the spherical gold standard was 1.6-7.6 times that for the painted gold standards.
Conclusion:
Spherical gold standards can be used as an alternative to painted gold standards for the computerized detection of lesions with simple shapes.
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