| Presentation | 2021-12-16 A Dataset for Work Instruction Deviation Detection from Field Work Videos Ryosuke Furuta, Motohiro Takagi, Yusuke Sugano, Yoichi Sato, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is important to follow the work instruction manuals for field workers in order to protect them from accidents. In this work, we tackle a new task called "work instruction deviation detection", which aims to detect the behaviors that violate work instruction manuals. Especially, we focus on two types of work instruction deviation: operating with (i) wrong ways and (ii) wrong procedure. To this end, we built a new dataset captured from both first-person and third-person views with annotations, and evaluated baseline methods on the dataset. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Anomaly detection / work instruction deviation detection / field work videos / action recognition |
| Paper # | PRMU2021-30 |
| Date of Issue | 2021-12-09 (PRMU) |
| Conference Information | |
| Committee | PRMU |
|---|---|
| Conference Date | 2021/12/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| 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 |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Dataset for Work Instruction Deviation Detection from Field Work Videos |
| Sub Title (in English) | |
| Keyword(1) | Anomaly detection |
| Keyword(2) | work instruction deviation detection |
| Keyword(3) | field work videos |
| Keyword(4) | action recognition |
| 1st Author's Name | Ryosuke Furuta |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Motohiro Takagi |
| 2nd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| 3rd Author's Name | Yusuke Sugano |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| 4th Author's Name | Yoichi Sato |
| 4th Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2021-12-16 |
| Paper # | PRMU2021-30 |
| Volume (vol) | vol.121 |
| Number (no) | PRMU-304 |
| Page | pp.pp.37-42(PRMU), |
| #Pages | 6 |
| Date of Issue | 2021-12-09 (PRMU) |