| Presentation | 2001/1/18 Application of Support Vector Machines for Polarimetric SAR Image Classification Seisuke FUKUDA, Yukihiro TANIGUCHI, Ryuji NUTAHARA, Haruto HIROSAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Support vector machines (SVMs) have much attention recently as a promising tool for pattern recognition, since they are able to handle linearly nonseparable problems without difficulty, by combining the maximal margin strategy with the kernel method. This paper addresses a SVM-based approach to classification of synthetic aperture radar (SAR) images. SVMs are successfully applied to the patterns which consist of several polarimetric features or texture measures, and perform efficient image classification. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | support vector machine / polarimetry / SAR / image classification / kernel / feature vector |
| Paper # | A・P2000-165,SANE2000-146 |
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| Conference Information | |
| Committee | SANE |
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| Conference Date | 2001/1/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Space, Aeronautical and Navigational Electronics (SANE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Application of Support Vector Machines for Polarimetric SAR Image Classification |
| Sub Title (in English) | |
| Keyword(1) | support vector machine |
| Keyword(2) | polarimetry |
| Keyword(3) | SAR |
| Keyword(4) | image classification |
| Keyword(5) | kernel |
| Keyword(6) | feature vector |
| 1st Author's Name | Seisuke FUKUDA |
| 1st Author's Affiliation | The Institute of Space and Astronautical Science() |
| 2nd Author's Name | Yukihiro TANIGUCHI |
| 2nd Author's Affiliation | Musashi Institute of Technology : The Institute of Space and Astronautical Science |
| 3rd Author's Name | Ryuji NUTAHARA |
| 3rd Author's Affiliation | Musashi Institute of Technology : The Institute of Space and Astronautical Science |
| 4th Author's Name | Haruto HIROSAWA |
| 4th Author's Affiliation | The Institute of Space and Astronautical Science |
| Date | 2001/1/18 |
| Paper # | A・P2000-165,SANE2000-146 |
| Volume (vol) | vol.100 |
| Number (no) | 584 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |