| Presentation | 2015-08-28 [Invited Lecture] Proposal of Synthetic Aperture Radar Information Structurization by Using Neural Networks Satoshi Tsuda, Akira Hirose, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recent earth observation data gathered by satellite-borne synthetic aperture radar (SAR) systems grow very rapidly. For extensive utilization of the data, we propose the structurization of the gathered data into an easy-to-use form. We employ convolutional neural networks to extract landscape features to realize automatic classification of local areas based on terrain features obtained in interferometric SAR (InSAR) images. This technical report shows a successful classification, which is the first step of total structurization. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | synthetic aperture radar / complex-valued neural network / convolutional neural network |
| Paper # | AP2015-77,SANE2015-39 |
| Date of Issue | 2015-08-20 (AP, SANE) |
| Conference Information | |
| Committee | AP / SANE |
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| Conference Date | 2015/8/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Ibaragi Univ. Mito Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Remote Sensing, Antennas and Propagation, Student Session |
| Chair | Keizo Cho(Chiba Inst. of Tech.) / Hirokazu Kobayashi(Osaka Inst. of Tech.) |
| Vice Chair | Hisato Iwai(Doshisha Univ.) / Masanobu Tsuji(JAXA) / Takahide Mizuno(JAXA) |
| Secretary | Hisato Iwai(KDDI R&D Labs.) / Masanobu Tsuji(Niigata Univ.) / Takahide Mizuno(Univ. of Electro-Comm.) |
| Assistant | Yuichi Kimura(Saitama Univ.) / Yasushi Obata(Mitsubishi Electric) / Atsushi Kezuka(ENRI) |
| Paper Information | |
| Registration To | Technical Committee on Antennas and Propagation / Technical Committee on Space, Aeronautical and Navigational Electronics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Lecture] Proposal of Synthetic Aperture Radar Information Structurization by Using Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | synthetic aperture radar |
| Keyword(2) | complex-valued neural network |
| Keyword(3) | convolutional neural network |
| 1st Author's Name | Satoshi Tsuda |
| 1st Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 2nd Author's Name | Akira Hirose |
| 2nd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| Date | 2015-08-28 |
| Paper # | AP2015-77,SANE2015-39 |
| Volume (vol) | vol.115 |
| Number (no) | AP-199,SANE-200 |
| Page | pp.pp.95-100(AP), pp.31-36(SANE), |
| #Pages | 6 |
| Date of Issue | 2015-08-20 (AP, SANE) |