| Presentation | 2023-03-26 Classification performance evaluation of untrained and trained data in Bayesian neural network and CNN ensemble Koki Minagawa, Taisei Saito, Sena Kojima, Tetsuya Asai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The ditection of untrained (Out-of-Distribution; OOD) data is one of the problems in neural networks. In this study, we compared classification performance of untrained and trained data (OOD detection performance) in Bayesian Neural Network(BNN), CNN ensemble, and regular CNN. This results show the uncertainty that BNN can obtain is equivalent or superior to the classification performance of the ensemble method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Bayesian Neural Network / CNN Ensemble / OOD ditection |
| Paper # | CCS2022-71 |
| Date of Issue | 2023-03-19 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2023/3/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | RUSUTSU RESORT |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| Assistant | Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Classification performance evaluation of untrained and trained data in Bayesian neural network and CNN ensemble |
| Sub Title (in English) | |
| Keyword(1) | Bayesian Neural Network |
| Keyword(2) | CNN Ensemble |
| Keyword(3) | OOD ditection |
| 1st Author's Name | Koki Minagawa |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Taisei Saito |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Sena Kojima |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Tetsuya Asai |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2023-03-26 |
| Paper # | CCS2022-71 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-453 |
| Page | pp.pp.48-53(CCS), |
| #Pages | 6 |
| Date of Issue | 2023-03-19 (CCS) |