| Paper Abstract and Keywords |
| Presentation |
2024-09-04 15:30
The Research on Dangerous Behavior Recognition and Warning System for Escalators Based on Deep Learning Models
YongXuan Zhu, Hiroyuki Nakamura (S.I.T) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, we developed a system that uses deep learning and image recognition technology to identify potential dangerous behaviors on escalators in real-time and issue voice warnings. The system aims to accurately detect actions that are the main causes of escalator accidents, such as moving in the wrong direction, stepping over the yellow line, and bringing large luggage, and to immediately issue warnings. The system extracts frames from real-time video streams, generates high-precision data using skeleton keypoint extraction with OpenPose and YOLO v8 technology. Based on the detected dangerous behaviors, automatic voice warnings are issued, contributing to the improvement of escalator user safety and the prevention of accidents. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Escalator / Deep Learning / Image Recognition / YOLO v8 / Keras / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, no. 29, ME2024-80, pp. 1-5, Sept. 2024. |
| Paper # |
ME2024-80 |
| Date of Issue |
2024-08-28 (ME) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
ME IEICE-EMM IEICE-IE IEICE-LOIS IEE-CMN IPSJ-AVM |
| Conference Date |
2024-09-04 - 2024-09-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiroshima Institute of Technology |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ME |
| Conference Code |
2024-09-ME-EMM-IE-LOIS-CMN-AVM |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
The Research on Dangerous Behavior Recognition and Warning System for Escalators Based on Deep Learning Models |
| Sub Title (in English) |
|
| Keyword(1) |
Escalator |
| Keyword(2) |
Deep Learning |
| Keyword(3) |
Image Recognition |
| Keyword(4) |
YOLO v8 |
| Keyword(5) |
Keras |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
YongXuan Zhu |
| 1st Author's Affiliation |
Shibaura Institute of Technology (S.I.T) |
| 2nd Author's Name |
Hiroyuki Nakamura |
| 2nd Author's Affiliation |
Shibaura Institute of Technology (S.I.T) |
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| Speaker |
Author-1 |
| Date Time |
2024-09-04 15:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
ME |
| Paper # |
ME2024-80 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.29 |
| Page |
pp.1-5 |
| #Pages |
5 |
| Date of Issue |
2024-08-28 (ME) |