| Paper Abstract and Keywords |
| Presentation |
2009-01-19 11:15
Cortical Dysplasia Detection Method with Support Vector Machine in Pediatric Brain MR Images Nobuyoshi Kawakami (Univ. of Hyogo), Syoji Kobashi (Univ. of Hyogo/Osaka Univ.), Kuriko Kagitani-Shimono (Osaka Univ.), Seturo Imawaki (Ishikawa Hospital), Masako Taniike (Osaka Univ.), Yutaka Hata (Univ. of Hyogo/Osaka Univ.) MI2008-59 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Because most of refractory patients with focal cortical dysplasia are candidate for epilepsy surgery, it is important to detect cortical dysplasia of epileptic children. This paper proposes an automated method for detecting cortical dysplasia using magnetic resonance (MR) images. To evaluate the cerebral cortex layer, the proposed method extracts texture features of a region which is perpendicular to the cerebral surface. Cortical dysplasia degree (C.D.D.) is estimated by using support vector machine (SVM). The experimental results for two subjects showed that the proposed method detected cortical dysplasia lesions with a mean sensitivity of 68.6 %, a mean specificity of 67.0 %, and a mean efficiency of 68.1 %. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Cortical dysplasia / Texture features / Support vector machine / MR image / Brain / Pediatric / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 385, MI2008-59, pp. 11-16, Jan. 2009. |
| Paper # |
MI2008-59 |
| Date of Issue |
2009-01-12 (MI) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
MI2008-59 |
| Conference Information |
| Committee |
MI |
| Conference Date |
2009-01-19 - 2009-01-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
National Taiwan University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Medical Imaging |
| Paper Information |
| Registration To |
MI |
| Conference Code |
2009-01-MI |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Cortical Dysplasia Detection Method with Support Vector Machine in Pediatric Brain MR Images |
| Sub Title (in English) |
|
| Keyword(1) |
Cortical dysplasia |
| Keyword(2) |
Texture features |
| Keyword(3) |
Support vector machine |
| Keyword(4) |
MR image |
| Keyword(5) |
Brain |
| Keyword(6) |
Pediatric |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Nobuyoshi Kawakami |
| 1st Author's Affiliation |
University of Hyogo (Univ. of Hyogo) |
| 2nd Author's Name |
Syoji Kobashi |
| 2nd Author's Affiliation |
University of Hyogo (Univ. of Hyogo/Osaka Univ.) |
| 3rd Author's Name |
Kuriko Kagitani-Shimono |
| 3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 4th Author's Name |
Seturo Imawaki |
| 4th Author's Affiliation |
Ishikawa Hospital (Ishikawa Hospital) |
| 5th Author's Name |
Masako Taniike |
| 5th Author's Affiliation |
Osaka University (Osaka Univ.) |
| 6th Author's Name |
Yutaka Hata |
| 6th Author's Affiliation |
University of Hyogo (Univ. of Hyogo/Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2009-01-19 11:15:00 |
| Presentation Time |
10 minutes |
| Registration for |
MI |
| Paper # |
MI2008-59 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.385 |
| Page |
pp.11-16 |
| #Pages |
6 |
| Date of Issue |
2009-01-12 (MI) |