| Presentation | 2023-01-11 Improvement of Composite-SVM in Hyperspectral Image Classification Tamura Akito, Kitamura Takuya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose an improved method of composite support vector machines for hyper-spectral image classification problems. In the proposed method, the pixels centered on an input pixel are filterd by a 3D filter. Then, the filter is optimized by support vector machines using composite kernel. Thus, an input pixel can be classified into a class by considering the surrounding pixels. In addition, by including the generated data by inverting or randomly changing the placement of the surrounding pixels in training, the generalization capability can be high regardless of the filtered image direction. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Composite kernel / Hyper-spectral Image / Support Vector Machines |
| Paper # | MSS2022-61,SS2022-46 |
| Date of Issue | 2023-01-03 (MSS, SS) |
| Conference Information | |
| Committee | MSS / SS |
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| Conference Date | 2023/1/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Atsuo Ozaki(Osaka Inst. of Tech.) / Kozo Okano(Shinshu Univ.) |
| Vice Chair | Shingo Yamaguchi(Yamaguchi Univ.) / Yoshiki Higo(Osaka Univ.) |
| Secretary | Shingo Yamaguchi(Hokkaido Univ.) / Yoshiki Higo(NEC) |
| Assistant | Masato Shirai(Shimane Univ.) / Shinsuke Matsumoto(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Mathematical Systems Science and its Applications / Technical Committee on Software Science |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement of Composite-SVM in Hyperspectral Image Classification |
| Sub Title (in English) | |
| Keyword(1) | Composite kernel |
| Keyword(2) | Hyper-spectral Image |
| Keyword(3) | Support Vector Machines |
| 1st Author's Name | Tamura Akito |
| 1st Author's Affiliation | National Institute of Technology, Toyama College(NIT) |
| 2nd Author's Name | Kitamura Takuya |
| 2nd Author's Affiliation | National Institute of Technology, Toyama College(NIT) |
| Date | 2023-01-11 |
| Paper # | MSS2022-61,SS2022-46 |
| Volume (vol) | vol.122 |
| Number (no) | MSS-329,SS-330 |
| Page | pp.pp.96-100(MSS), pp.96-100(SS), |
| #Pages | 5 |
| Date of Issue | 2023-01-03 (MSS, SS) |