Presentation | 2023-11-14 A Large-Scale Video Dataset of the Eyelid Opening Degree for Deep Regression-based PERCLOS Estimation Ko Taniguchi, Takahiro Noguchi, Satoshi Iizuka, Hiroyasu Ando, Takashi Abe, Kazuhiro Fukui, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, we focus on the PERcent time of slow eyelid CLOSures (PERCLOS), an vigilance assessment index based on the degree of eyelid opening, and construct a large-scale dataset for eyelid openness. In existing methods, it was challenging to accurately estimate the degree of eyelid opening from low resolution images. Our proposed method enables direct estimation of eyelid opening using the proposed dataset. Through validation experiments, we demonstrate that our method is faster and more accurate than existing approaches. |
Keyword(in Japanese) | (See Japanese page) |
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Paper # | MICT2023-26,MI2023-19 |
Date of Issue | 2023-11-07 (MICT, MI) |
Conference Information | |
Committee | MI / MICT |
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Conference Date | 2023/11/14(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Chair | Ryo Haraguchi(Univ. of Hyogo) / Hirokazu Tanaka(Hiroshima City Univ.) |
Vice Chair | Hideaki Haneishi(Chiba Univ.) / Takayuki Kitasaka(Aichi Inst. of Tech.) / Chika Sugimoto(Yokohama National Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) |
Secretary | Hideaki Haneishi(Yamaguchi Univ.) / Takayuki Kitasaka(NAIST) / Chika Sugimoto(Okayama Pref. Univ.) / Daisuke Anzai(Hiroshima City Univ) |
Assistant | Takeshi Hara(Gifu Univ.) / Kenichi Morooka(Okayama Univ.) / Dairoku Muramatsu(Univ. of Electro & Comm.) / Natsuki Nakayama(Nagoya Univ.) / Ami Tanaka(Ritsumeikan Univ.) / Kun Li(Kagawa Univ.) |
Paper Information | |
Registration To | Technical Committee on Medical Imaging / Technical Committee on Healthcare and Medical Information Communication Technology |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Large-Scale Video Dataset of the Eyelid Opening Degree for Deep Regression-based PERCLOS Estimation |
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1st Author's Name | Ko Taniguchi |
1st Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
2nd Author's Name | Takahiro Noguchi |
2nd Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
3rd Author's Name | Satoshi Iizuka |
3rd Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
4th Author's Name | Hiroyasu Ando |
4th Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
5th Author's Name | Takashi Abe |
5th Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
6th Author's Name | Kazuhiro Fukui |
6th Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
Date | 2023-11-14 |
Paper # | MICT2023-26,MI2023-19 |
Volume (vol) | vol.123 |
Number (no) | MICT-256,MI-257 |
Page | pp.pp.5-8(MICT), pp.5-8(MI), |
#Pages | 4 |
Date of Issue | 2023-11-07 (MICT, MI) |