Presentation | 2011-01-20 Improvement of CAD Scheme for Lacunar Infarcts in MR Images : Elimination of False Positives using Gombining Pattern Classifier Kyouhei ITONAGA, Yoshikazu UCHIYAMA, Takeshi HARA, Toru IWAMA, Hiroaki HOSHI, Hiroshi FUJITA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The detection of asymptomatic lacunar infarcts on MR images is important because their presence indicates an increased risk of severe cerebral infarction. Therefore, we developed computerized method for the detection of lacunar infarcts. However, false positives detected by our method are classified into four types which have different distributions in the feature space. Thus, it is difficult to distinguish between these specific types of false positives and lacunar infarcts by using a single classifier. In this study, we eliminated these false positives by use of the combining pattern classifier. The result indicated that the sensitivity for the detection of lacunar infarcts was 96.8% with 0.39 false positives per slice. Our computerized method would be a useful method for eliminating specific types of false positives. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Lacunar infarct / Elimination of false positive / Combining pattern classifier / Computer-aided diagnosis |
Paper # | MI2010-99 |
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Conference Information | |
Committee | MI |
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Conference Date | 2011/1/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
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Paper Information | |
Registration To | Medical Imaging (MI) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Improvement of CAD Scheme for Lacunar Infarcts in MR Images : Elimination of False Positives using Gombining Pattern Classifier |
Sub Title (in English) | |
Keyword(1) | Lacunar infarct |
Keyword(2) | Elimination of false positive |
Keyword(3) | Combining pattern classifier |
Keyword(4) | Computer-aided diagnosis |
1st Author's Name | Kyouhei ITONAGA |
1st Author's Affiliation | Dept. of Electrical Electronics Information Engineering Major, Advanced Course, Oita National College of Technology() |
2nd Author's Name | Yoshikazu UCHIYAMA |
2nd Author's Affiliation | Dept. of Electrical Electronics Information Engineering Major, Advanced Course, Oita National College of Technology |
3rd Author's Name | Takeshi HARA |
3rd Author's Affiliation | Dept. of Intelligent Image Information, Graduate School of Medicine, Gifu University |
4th Author's Name | Toru IWAMA |
4th Author's Affiliation | Dept. of Neurosurgery, Graduate School of Medicine, Gifu University |
5th Author's Name | Hiroaki HOSHI |
5th Author's Affiliation | Dept. of Radiology, Graduate School of Medicine, Gifu University |
6th Author's Name | Hiroshi FUJITA |
6th Author's Affiliation | Dept. of Intelligent Image Information, Graduate School of Medicine, Gifu University |
Date | 2011-01-20 |
Paper # | MI2010-99 |
Volume (vol) | vol.110 |
Number (no) | 364 |
Page | pp.pp.- |
#Pages | 4 |
Date of Issue |