| Presentation | 2012-09-04 Segmentation of intraretinal layers from macular optical coherence tomography images based on ensemble leaming and graph cut Kazuki INAGAKI, Akinobu SHIMIZU, Yoshiaki YASUNO, Yasushi IKUNO, Hidefumi KOBATAKE, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a segmentation algorithm of multiple intraretinal layers from a macular OCT image. This algorism is based on Graph cuts. Unlike the conventional graph theory based algorithm, it takes into account gradients of gray values in the segmentation process effectively and it is robust against fluctuation of gray values by combining with an ensemble learning based algorithm. This paper describes problems of existing methods followed by proposal of our method. Finally experimental results of 5 cases of healthy subjects are presented to discuss the effectiveness of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | graph cuts / ensemble learning / OCT image / intraretinal layers segmentation |
| Paper # | MI2012-39 |
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| Committee | MI |
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| Conference Date | 2012/8/28(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) | Segmentation of intraretinal layers from macular optical coherence tomography images based on ensemble leaming and graph cut |
| Sub Title (in English) | |
| Keyword(1) | graph cuts |
| Keyword(2) | ensemble learning |
| Keyword(3) | OCT image |
| Keyword(4) | intraretinal layers segmentation |
| 1st Author's Name | Kazuki INAGAKI |
| 1st Author's Affiliation | Tokyo University of Agriculture and Technology() |
| 2nd Author's Name | Akinobu SHIMIZU |
| 2nd Author's Affiliation | Tokyo University of Agriculture and Technology |
| 3rd Author's Name | Yoshiaki YASUNO |
| 3rd Author's Affiliation | University of Tsukuba |
| 4th Author's Name | Yasushi IKUNO |
| 4th Author's Affiliation | Osaka University |
| 5th Author's Name | Hidefumi KOBATAKE |
| 5th Author's Affiliation | Institute of National Collage of Technology |
| Date | 2012-09-04 |
| Paper # | MI2012-39 |
| Volume (vol) | vol.112 |
| Number (no) | 200 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |