| Presentation | 2022-03-11 Identifying a Person Wearing a Surgical Gown from Video Images Using Skeletal Information and Deep Learning Shuhei Fujii, Hiroshi Nagahashi, Ken Masamune, Jun Ohya, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The identification of a person in a video image is very important for video analysis and biometric authentication. In this study, we propose a method for identifying a person wearing surgical gown. In this study, we propose a method for identifying a person wearing surgical gowns. The method consists of two-dimensional and three-dimensional pose estimation using deep learning, and skeletal information is extracted from the estimated poses. The features extracted by applying linear discriminant analysis to this skeletal information are used as input to identify individuals without depending on their clothing. In this study, discrimination experiments were conducted on 20 subjects, and from the results, the best multi-class classification method for discrimination was determined, and the proposed method achieved a discrimination accuracy of over 85%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | |
| Paper # | PRMU2021-80 |
| Date of Issue | 2022-03-03 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
|---|---|
| Conference Date | 2022/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Differentiable rendering |
| Chair | Seiichi Uchida(Kyushu Univ.) |
| Vice Chair | Masakazu Iwamura(Osaka Pref. Univ.) / Mitsuru Anpai(Denso IT Lab.) |
| Secretary | Masakazu Iwamura(NTT) / Mitsuru Anpai(Tottori Univ.) |
| Assistant | Kouta Yamaguchi(CyberAgent) / Yusuke Matsui(Univ. of Tokyo) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Identifying a Person Wearing a Surgical Gown from Video Images Using Skeletal Information and Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | |
| Keyword(2) | |
| Keyword(3) | |
| 1st Author's Name | Shuhei Fujii |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Hiroshi Nagahashi |
| 2nd Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 3rd Author's Name | Ken Masamune |
| 3rd Author's Affiliation | Tokyo Women's Medical University(Tokyo Women's Medical Univ.) |
| 4th Author's Name | Jun Ohya |
| 4th Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2022-03-11 |
| Paper # | PRMU2021-80 |
| Volume (vol) | vol.121 |
| Number (no) | PRMU-427 |
| Page | pp.pp.127-132(PRMU), |
| #Pages | 6 |
| Date of Issue | 2022-03-03 (PRMU) |