| Presentation | 2018-12-10 [Invited Talk] Review of Automatic Speech Recognition Methodology Tatsuya Kawahara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The methodology of speech recognition has been changing due to the introduction of deep learning, in particular end-to-end modeling. This article gives a brief overview of the conventional methodologies leading to the end-to-end models. Word-based end-to-end model, referred to as acoustic-to-word model, directly converts a sequence of acoustic features into a word sequence. This model contains acoustic and language models, and does not require a pronunciation lexicon and a complex decoding program. The problems of this new promising model and current solutions are also described. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Speech Recognition / End-to-End Model / Acoustic-to-Word Model |
| Paper # | SP2018-48 |
| Date of Issue | 2018-12-03 (SP) |
| Conference Information | |
| Committee | NLC / IPSJ-NL / SP / IPSJ-SLP |
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| Conference Date | 2018/12/10(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Waseda Univ. Nishiwaseda Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | The 5th Natural Language Processing Symposium & The 20th Spoken Language Symposium |
| Chair | Takeshi Sakaki(Hottolink) / / Yoichi Yamashita(Ritsumeikan Univ.) |
| Vice Chair | Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Kazutaka Shimada(Kyushu Inst. of Tech.) / / Akinobu Ri(Nagoya Inst. of Tech.) |
| Secretary | Mitsuo Yoshida(Ryukoku Univ.) / Kazutaka Shimada(NTT) / / Akinobu Ri(Kyoto Univ.) / (Meijo Univ.) |
| Assistant | Takeshi Kobayakawa(NHK) / Hiroki Sakaji(Univ. of Tokyo) / / Tomoki Koriyama(Tokyo Inst. of Tech.) / Satoshi Kobashikawa(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication / Special Interest Group on Natural Language / Technical Committee on Speech / Special Interest Group on Spoken Language Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Review of Automatic Speech Recognition Methodology |
| Sub Title (in English) | Outlook of Acoustic-to-Word Model |
| Keyword(1) | Speech Recognition |
| Keyword(2) | End-to-End Model |
| Keyword(3) | Acoustic-to-Word Model |
| 1st Author's Name | Tatsuya Kawahara |
| 1st Author's Affiliation | Kyoto University(Kyoto Univ.) |
| Date | 2018-12-10 |
| Paper # | SP2018-48 |
| Volume (vol) | vol.118 |
| Number (no) | SP-354 |
| Page | pp.pp.25-30(SP), |
| #Pages | 6 |
| Date of Issue | 2018-12-03 (SP) |