| Presentation | 2004/9/10 Preliminary Study on Support Vector Machine (SVM) and application to a detection algorithm of abnormal shadow candidates Yoriko INENAGA, Satoshi KASAI, Koh MATSUI, Akiko KANO, Takeshi HARA, Hiroshi FUJITA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have been developing a Computer-Aided Diagnosis (CAD) system. Various features are utilized to distinguish abnormalities from normal tissues. Support Vector Machine (SVM), which is one of multivariate analyses, is recently watched with keen interest as one of the best techniques to obtain an optimal discrimination boundary. In this research, we investigated discrimination boundaries determined by a selected kernel function and its parameters as a preliminary study. SVM was applied to our detection algorithm of mass shadows on mammograms as an application. The results showed that this technique is useful on the algorithm. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Image Processing / Support Vector Machine / Mammogram / Mass Shadows |
| Paper # | MI2004-39 |
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| Committee | MI |
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| Conference Date | 2004/9/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | Preliminary Study on Support Vector Machine (SVM) and application to a detection algorithm of abnormal shadow candidates |
| Sub Title (in English) | |
| Keyword(1) | Image Processing |
| Keyword(2) | Support Vector Machine |
| Keyword(3) | Mammogram |
| Keyword(4) | Mass Shadows |
| 1st Author's Name | Yoriko INENAGA |
| 1st Author's Affiliation | R&D Center, Konica Minolta Medical & Graphic, Inc.() |
| 2nd Author's Name | Satoshi KASAI |
| 2nd Author's Affiliation | R&D Center, Konica Minolta Medical & Graphic, Inc. |
| 3rd Author's Name | Koh MATSUI |
| 3rd Author's Affiliation | R&D Center, Konica Minolta Medical & Graphic, Inc. |
| 4th Author's Name | Akiko KANO |
| 4th Author's Affiliation | R&D Center, Konica Minolta Medical & Graphic, Inc. |
| 5th Author's Name | Takeshi HARA |
| 5th Author's Affiliation | R&D Center, Konica Minolta Medical & Graphic, Inc. |
| 6th Author's Name | Hiroshi FUJITA |
| 6th Author's Affiliation | Department of Intelligent Image Information, Faculty of Regeneration and Advanced Medical Science Graduate School of Medicine, Gifu University |
| Date | 2004/9/10 |
| Paper # | MI2004-39 |
| Volume (vol) | vol.104 |
| Number (no) | 318 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |