| Presentation | 2017-12-16 Extraction of Color Regions on a Color Glove Using Gaussian Mixture Model Estimation Noriaki Fujishima, Shun Nishikori, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, the authors have researched the extraction accuracy of color regions using Gaussian Mixture Model Estimation. Each Gaussian distribution is estimated using the EM algorithm. The extraction threshold of each color is the intersection of two Gaussian distributions. The authors have compared the GMM estimation method with a k-means method. 4 types of lights and 19 wrist rotation angles have been changed in evaluation experiments. At the end of this research, the authors conclude the GMM estimation method is superior to the k-means method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Gesture Interface / Hand Pose Estimation / Sign Language Recognition / Color Glove / Gaussian Mixture Model |
| Paper # | MBE2017-59 |
| Date of Issue | 2017-12-09 (MBE) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2017/12/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, general |
| Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
| Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) |
| Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) |
| Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Extraction of Color Regions on a Color Glove Using Gaussian Mixture Model Estimation |
| Sub Title (in English) | |
| Keyword(1) | Gesture Interface |
| Keyword(2) | Hand Pose Estimation |
| Keyword(3) | Sign Language Recognition |
| Keyword(4) | Color Glove |
| Keyword(5) | Gaussian Mixture Model |
| 1st Author's Name | Noriaki Fujishima |
| 1st Author's Affiliation | National Institute of Technology, Matsue College(NIT, Matsue College) |
| 2nd Author's Name | Shun Nishikori |
| 2nd Author's Affiliation | National Institute of Technology, Matsue College(NIT, Matsue College) |
| Date | 2017-12-16 |
| Paper # | MBE2017-59 |
| Volume (vol) | vol.117 |
| Number (no) | MBE-360 |
| Page | pp.pp.35-38(MBE), |
| #Pages | 4 |
| Date of Issue | 2017-12-09 (MBE) |