| Presentation | 2017-10-12 An autoencoder reversing abnormal inputs Akihiro Suzuki, Hakaru Tamukoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Usages of autoencoders (AEs) are not only a dimension reducer, but a generative model using reconstruction. AEs are used as the generative model in this work and applied to an abnormal detection. In usual abnormal detectors without label data, they require normal value to generate a model which generate normal values. By contrast, our AE as abnormal detector requires both of normal and abnormal data to generate a model. Proposed AE reconstructs a normal input regularly and an abnormal input irregularly, respectively. By proposed methods, reconstruction errors by abnormal input come to increase and it is easy to detect as abnormal input. This paper reports experiments about an abnormal detection with MNIST dataset by proposed AE. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep Learning / Autoencoder / Abnormal detection |
| Paper # | SIS2017-26 |
| Date of Issue | 2017-10-05 (SIS) |
| Conference Information | |
| Committee | SIS / IPSJ-AVM |
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| Conference Date | 2017/10/12(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Todaiji Culture Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Intelligent Multimedia Systems, Applied Enbedded Systems, etc. |
| Chair | Hirokazu Tanaka(Hiroshima City Univ.) / Hideaki Kimata(NTT) |
| Vice Chair | Takayuki Nakachi(NTT) / Noriaki Suetake(Yamaguchi Univ.) |
| Secretary | Takayuki Nakachi(Kanagawa Inst. of Tech.) / Noriaki Suetake(Kyushu Inst. of Tech.) / (NTT) |
| Assistant | Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) / Takanori Koga(TCT) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems / Special Interest Group on Audio Visual and Multimedia Information Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An autoencoder reversing abnormal inputs |
| Sub Title (in English) | |
| Keyword(1) | Deep Learning |
| Keyword(2) | Autoencoder |
| Keyword(3) | Abnormal detection |
| 1st Author's Name | Akihiro Suzuki |
| 1st Author's Affiliation | Kyushu Institute of Technology(Kyushu Inst. of Tech.) |
| 2nd Author's Name | Hakaru Tamukoh |
| 2nd Author's Affiliation | Kyushu Institute of Technology(Kyushu Inst. of Tech.) |
| Date | 2017-10-12 |
| Paper # | SIS2017-26 |
| Volume (vol) | vol.117 |
| Number (no) | SIS-235 |
| Page | pp.pp.29-34(SIS), |
| #Pages | 6 |
| Date of Issue | 2017-10-05 (SIS) |