| Presentation | 2019-06-13 Autoencoders having surplus neurons in a hidden layer Akihiro Suzuki, Hakaru Tamukoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Unknown data is not compatible with a supervised training. This study employ autoencoders (AEs) to detect unknwon data. The AEs has surplus neurons in a hidden layer and gets a space to represent unknown data. In the proposed AEs, the surplus neurons are trained not to be reacted for target data, while they are trained to be reacted against non-target data. By this training method, the surplus neurons become to react except target data. This paper reports validation results using grayscale clothing image dataset. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep Learning / Autoencoders / Unknown Object |
| Paper # | SIS2019-3 |
| Date of Issue | 2019-06-06 (SIS) |
| Conference Information | |
| Committee | SIS / IPSJ-AVM / ITE-3DIT |
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| Conference Date | 2019/6/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Fukue Culture Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Intelligent Multimedia Systems, Applied Enbedded Systems, Three-Dimensional Image Technology (3DIT), etc. |
| Chair | Takayuki Nakachi(NTT) / Sei Naito(KDDI Research, Inc.) / Tsutomu Horikoshi(Shonan Institute of Technology) |
| Vice Chair | Noriaki Suetake(Yamaguchi Univ.) / Tomoaki Kimura(Kanagawa Inst. of Tech.) |
| Secretary | Noriaki Suetake(Tokyo Metropolitan Univ.) / Tomoaki Kimura(Kindai Univ.) / (NTT) / (Tokyo Univ. of Science) |
| Assistant | Hideaki Misawa(National Inst. of Tech., Ube College) / Yukihiro Bandoh(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems / Special Interest Group on Audio Visual and Multimedia Information Processing / Technical Group on Three-Dimensional Image Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Autoencoders having surplus neurons in a hidden layer |
| Sub Title (in English) | |
| Keyword(1) | Deep Learning |
| Keyword(2) | Autoencoders |
| Keyword(3) | Unknown Object |
| 1st Author's Name | Akihiro Suzuki |
| 1st Author's Affiliation | Kyushu Institute of Technology(KYUTECH) |
| 2nd Author's Name | Hakaru Tamukoh |
| 2nd Author's Affiliation | Kyushu Institute of Technology(KYUTECH) |
| Date | 2019-06-13 |
| Paper # | SIS2019-3 |
| Volume (vol) | vol.119 |
| Number (no) | SIS-78 |
| Page | pp.pp.11-16(SIS), |
| #Pages | 6 |
| Date of Issue | 2019-06-06 (SIS) |