| Paper Abstract and Keywords |
| Presentation |
2024-06-05 15:20
A Study on command recognition using mouth shape using machine learning
Ryotaro Tanaka, Yao Bao (Tokyo City Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Conventional approaches for device control using lip movements require registering video samples of lip movements, burdening users. This study proposes a command recognition method that registers commands using natural language and infers utterances from lip movements. Two models were built to extract features from natural language and video, respectively. The utterance was inferred from the similarity between the two feature spaces. Experiments showed that the proposed method achieved comparable accuracy to conventional methods. However, accuracy declined in user-independent cases. Further performance improvement is needed for practical use. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Machine Learning / Lip Reading / Image Processing / Natural Language Processing / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, no. 16, AIT2024-151, pp. 37-40, June 2024. |
| Paper # |
AIT2024-151 |
| Date of Issue |
2024-05-29 (AIT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
IIEEJ AIT |
| Conference Date |
2024-06-05 - 2024-06-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tokyo Information Design Professional University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
AIT |
| Conference Code |
2024-06-IIEEJ-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on command recognition using mouth shape using machine learning |
| Sub Title (in English) |
|
| Keyword(1) |
Machine Learning |
| Keyword(2) |
Lip Reading |
| Keyword(3) |
Image Processing |
| Keyword(4) |
Natural Language Processing |
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| 1st Author's Name |
Ryotaro Tanaka |
| 1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 2nd Author's Name |
Yao Bao |
| 2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-06-05 15:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
AIT |
| Paper # |
AIT2024-151 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.16 |
| Page |
pp.37-40 |
| #Pages |
4 |
| Date of Issue |
2024-05-29 (AIT) |