Presentation | 2001/7/20 Features selection for detection of tumors on mammograms Jun Wei, Sachiko Furuya, Yoshihiro Hagihara, Akinobu Simizu, Hidefumi Kobatake, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Selection of input features is a key stage in building a classification system. In this paper, we focus on the problem of features selection of a CAD system for detection of breast tumors on mammograms. Here, 29 features were calculated for each of the cancerous candidates. Most of these features have been used in detection of malignant masses in digitized mammograms. We use the forward stepwise selection method to select an optimum feature subset for our CAD system. The effectiveness of the selected features is demonstrated on 208 X-ray mammograms by comparing with our previous work. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | mammogram / breast cancer / feature selection / CAD / ROC analysis |
Paper # | MI2001-31 |
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Committee | MI |
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Conference Date | 2001/7/20(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Registration To | Medical Imaging (MI) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Features selection for detection of tumors on mammograms |
Sub Title (in English) | |
Keyword(1) | mammogram |
Keyword(2) | breast cancer |
Keyword(3) | feature selection |
Keyword(4) | CAD |
Keyword(5) | ROC analysis |
1st Author's Name | Jun Wei |
1st Author's Affiliation | Graduate School of Bio-Applications and Systems Engineering, Tokyo University of Agriculture & Technology() |
2nd Author's Name | Sachiko Furuya |
2nd Author's Affiliation | Graduate School of Bio-Applications and Systems Engineering, Tokyo University of Agriculture & Technology |
3rd Author's Name | Yoshihiro Hagihara |
3rd Author's Affiliation | Graduate School of Bio-Applications and Systems Engineering, Tokyo University of Agriculture & Technology |
4th Author's Name | Akinobu Simizu |
4th Author's Affiliation | Graduate School of Bio-Applications and Systems Engineering, Tokyo University of Agriculture & Technology |
5th Author's Name | Hidefumi Kobatake |
5th Author's Affiliation | Graduate School of Bio-Applications and Systems Engineering, Tokyo University of Agriculture & Technology |
Date | 2001/7/20 |
Paper # | MI2001-31 |
Volume (vol) | vol.101 |
Number (no) | 239 |
Page | pp.pp.- |
#Pages | 8 |
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