| Presentation | 2022-03-02 A Glass Breaking Sound Detection Method for Security Systems using SVM Yuhei Mazaki, Susumu Kuroyanagi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, a sound-based security system which detect glass breaking sound made by burglars are proposed. In the previous study, specific features for glass breaking sounds detection have been proposed, and it has been confirmed that they can be classified using linear SVM. However, Classification experiments with daily sounds don’t have been conducted. Additionally, it is questionable whether the problem of discriminating between glass shattering sounds and daily sounds is linearly separable. In this study, the classification experiment with various daily sounds are conducted with nonlinear SVM, and I propose a new classification model that also can classify the daily sounds former model failed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Security-Systems / Glass-Breaking-Sound / SVM / Hierarchization |
| Paper # | NC2021-48 |
| Date of Issue | 2022-02-23 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2022/3/2(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Ryuhei Okuno(Setsunan Univ.) / Rieko Osu(Waseda Univ.) |
| Vice Chair | Junichi Hori(Niigata Univ.) / Hiroshi Yamakawa(Univ of Tokyo) |
| Secretary | Junichi Hori(Osaka Electro-Communication Univ) / Hiroshi Yamakawa(ATR) |
| Assistant | Jun Akazawa(Meiji Univ. of Integrative Medicine) / Emi Yuda(Tohoku Univ) / Nobuhiko Wagatsuma(Toho Univ.) / Tomoki Kurikawa(KMU) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Glass Breaking Sound Detection Method for Security Systems using SVM |
| Sub Title (in English) | |
| Keyword(1) | Security-Systems |
| Keyword(2) | Glass-Breaking-Sound |
| Keyword(3) | SVM |
| Keyword(4) | Hierarchization |
| 1st Author's Name | Yuhei Mazaki |
| 1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 2nd Author's Name | Susumu Kuroyanagi |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| Date | 2022-03-02 |
| Paper # | NC2021-48 |
| Volume (vol) | vol.121 |
| Number (no) | NC-390 |
| Page | pp.pp.11-16(NC), |
| #Pages | 6 |
| Date of Issue | 2022-02-23 (NC) |