| Presentation | 2022-09-13 Study on eye tracking based skill level estimation for assisting collaborative work Ryohei Saijo, Hiromu Miyashita, Shohei Matsuo, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In collaborative work among multiple workers with different skill levels, communication discrepancies may occur due to differences in the skill level of the workers. Such discrepancies in communication lead to a deterioration in the efficiency and quality of work. This study aims to eliminate such discrepancies by presenting supplementary information to users during work according to their skill level. This paper first studied a method for estimating skill level based on collected gaze data during work on the Tsume-Shogi (Japanese chess) task performed in a VR space. The results suggest that it is possible to discriminate skilled from unskilled players using a model learned by SVM by extracting gaze data during the first 3 seconds of response to the task. It advanced the development of the skill level estimation method for assisting collaborative work. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | eye tracking / skill level estimation / assisting cooperative work / VR / tsume shougi(japanese chess) / mind-to-mind communications |
| Paper # | LOIS2022-11,IE2022-33,EMM2022-39 |
| Date of Issue | 2022-09-06 (LOIS, IE, EMM) |
| Conference Information | |
| Committee | ITE-ME / EMM / IE / LOIS / IEE-CMN / IPSJ-AVM |
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| Conference Date | 2022/9/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Keio Univ. Yagami Campus (Hybrid) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | / Ryoichi Nishimura(NICT) / Kazuya Kodama(NII) / Hiroyuki Toda(NTT) / Shun Morimura(CRIEPI) / Hiroyuki Kasai(Waseda University) |
| Vice Chair | / Kotaro Sonoda(Nagasaki Univ.) / Masatsugu Ichino(Univ. of Electro-Comm.) / Hiroyuki Bandoh(NTT) / Toshihiko Yamazaki(Univ. of Tokyo) / Manabu Motegi(Takushoku Univ.) / Kouji Hirata(Kansai Univ) |
| Secretary | / Kotaro Sonoda(Kaishi Professional Univ.) / Masatsugu Ichino(Chiba Univ.) / Hiroyuki Bandoh(KDDI Research) / Toshihiko Yamazaki(Nagoya Inst. of Tech.) / Manabu Motegi(Nagasaki Univ.) / Kouji Hirata(NTT) / (Tokai Univ.) |
| Assistant | / Tomoko Kajiyama(Hiroshima City Univ.) / Shieyuki Sakazawa(Osaka Inst. of Tech.) / Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) / Mana Sasagawa(NTT) / Yuuichi Shinohara(TEPCO Power Grid) / Akihiro Tanaka(CRIEPI) |
| Paper Information | |
| Registration To | Technical Group on Media Engineering / Technical Committee on Enriched MultiMedia / Technical Committee on Image Engineering / Technical Committee on Life Intelligence and Office Information Systems / Technical Meeting on Communications / 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) | Study on eye tracking based skill level estimation for assisting collaborative work |
| Sub Title (in English) | |
| Keyword(1) | eye tracking |
| Keyword(2) | skill level estimation |
| Keyword(3) | assisting cooperative work |
| Keyword(4) | VR |
| Keyword(5) | tsume shougi(japanese chess) |
| Keyword(6) | mind-to-mind communications |
| 1st Author's Name | Ryohei Saijo |
| 1st Author's Affiliation | NTT Digital Twin Computing Research Center, Nippon Telegraph and Telephone Corporation(NTT) |
| 2nd Author's Name | Hiromu Miyashita |
| 2nd Author's Affiliation | NTT Digital Twin Computing Research Center, Nippon Telegraph and Telephone Corporation(NTT) |
| 3rd Author's Name | Shohei Matsuo |
| 3rd Author's Affiliation | NTT Digital Twin Computing Research Center, Nippon Telegraph and Telephone Corporation(NTT) |
| Date | 2022-09-13 |
| Paper # | LOIS2022-11,IE2022-33,EMM2022-39 |
| Volume (vol) | vol.122 |
| Number (no) | LOIS-177,IE-178,EMM-179 |
| Page | pp.pp.7-12(LOIS), pp.7-12(IE), pp.7-12(EMM), |
| #Pages | 6 |
| Date of Issue | 2022-09-06 (LOIS, IE, EMM) |