| Presentation | 2022-12-16 Investigation for the Importance of Brightness Adjustment in Image Recognition for Water Hyacinth Using Semantic Segmentation Soma Miyamoto, Hiroki Imamura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Water hyacinth, which is abundant in tropical and temperate regions, causes great damage in various fields such as infrastructure, fisheries and agriculture. Therefore, in this study, we develop a system that can distinguish between water hyacinth and other plants using semantic segmentation in order to remove water hyacinth efficiently. In addition, by adjusting the brightness of the learning image, we aim to achieve more accurate identification without being affected by the weather or other sunlight conditions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Semantic Segmentation / Water hyacinth |
| Paper # | PRMU2022-49 |
| Date of Issue | 2022-12-08 (PRMU) |
| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2022/12/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyama International Conference Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Seiichi Uchida(Kyushu Univ.) |
| Vice Chair | Takuya Funatomi(NAIST) / Mitsuru Anpai(Denso IT Lab.) |
| Secretary | Takuya Funatomi(CyberAgent) / Mitsuru Anpai(Univ. of Tokyo) |
| Assistant | Nakamasa Inoue(Tokyo Inst. of Tech.) / Yasutomo Kawanishi(Riken) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Investigation for the Importance of Brightness Adjustment in Image Recognition for Water Hyacinth Using Semantic Segmentation |
| Sub Title (in English) | |
| Keyword(1) | Machine Learning |
| Keyword(2) | Semantic Segmentation |
| Keyword(3) | Water hyacinth |
| 1st Author's Name | Soma Miyamoto |
| 1st Author's Affiliation | Soka University(Soka Univ.) |
| 2nd Author's Name | Hiroki Imamura |
| 2nd Author's Affiliation | Soka University(Soka Univ.) |
| Date | 2022-12-16 |
| Paper # | PRMU2022-49 |
| Volume (vol) | vol.122 |
| Number (no) | PRMU-314 |
| Page | pp.pp.91-94(PRMU), |
| #Pages | 4 |
| Date of Issue | 2022-12-08 (PRMU) |