| Presentation | 2020-05-15 Online handwriting recognition based on LSTM-Autoencoder Junji Sakurai, Jun Rokui, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Correct data and incorrect data are required for online handwriting recognition. However, It is difficult to prepare enough fake data. In this research, we propose an online handwriting recognition method using LSTM Autoencoder. LSTM can perform detailed estimation based on past values of time series data, but model training requires correct data and incorrect data. On the other hand, the Autoencoder can estimate with only correct data, but is not suitable for detailed estimation of time-series data. We have experimentally confirmed that LSTM Autoencoder is effective for online handwriting recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine learning / LSTM / Autoencoder / online handwriting recognition / biometrics |
| Paper # | PRMU2020-6 |
| Date of Issue | 2020-05-07 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2020/5/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Business based on computer vision and pattern recognition |
| Chair | Yoichi Sato(Univ. of Tokyo) |
| Vice Chair | Toru Tamaki(Hiroshima Univ.) / Akisato Kimura(NTT) |
| Secretary | Toru Tamaki(NTT) / Akisato Kimura(OMRON SINICX) |
| Assistant | Yusuke Uchida(DeNA) / Takayoshi Yamashita(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Online handwriting recognition based on LSTM-Autoencoder |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | LSTM |
| Keyword(3) | Autoencoder |
| Keyword(4) | online handwriting recognition |
| Keyword(5) | biometrics |
| 1st Author's Name | Junji Sakurai |
| 1st Author's Affiliation | University of Shizuoka(Univ of Shizuoka) |
| 2nd Author's Name | Jun Rokui |
| 2nd Author's Affiliation | University of Shizuoka(Univ of Shizuoka) |
| Date | 2020-05-15 |
| Paper # | PRMU2020-6 |
| Volume (vol) | vol.120 |
| Number (no) | PRMU-14 |
| Page | pp.pp.29-34(PRMU), |
| #Pages | 6 |
| Date of Issue | 2020-05-07 (PRMU) |