Laser & Optoelectronics Progress, Volume. 61, Issue 8, 0812004(2024)
Real-Time Detection of Abnormal Behavior of Escalator Passengers Based on YOLOv5s
[1] Ma A P. Escalator frequent accident reason analysis and countermeasure discussion[J]. Science & Technology Information, 258-259(2013).
[2] Ji X S, Teng B. Detection of abnormal escalator behavior based on deep neural network[J]. Laser & Optoelectronics Progress, 57, 061010(2020).
[3] Hoeser T, Kuenzer C. Object detection and image segmentation with deep learning on earth observation data: a review—part I: evolution and recent trends[J]. Remote Sensing, 12, 1667(2020).
[4] Zhao F, Deng Y J. Light dim small target detection network with multi-heterogeneous filters[J]. Acta Optica Sinica, 43, 0915001(2023).
[5] Luo A N, Wan H B, Si Z W et al. Detection algorithm of recyclable garbage based on improved YOLOv5s[J]. Laser & Optoelectronics Progress, 60, 1010010(2023).
[6] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).
[7] Girshick R. Fast R-CNN[C], 1440-1448(2016).
[8] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).
[9] Zhang Y, Zhu G Y, Shi T J et al. Small object detection in remote sensing images based on feature fusion and attention[J]. Acta Optica Sinica, 42, 2415001(2022).
[10] Liu W, Anguelov D, Erhan D, Leibe B, Matas J, Sebe N et al. SSD: single shot MultiBox detector[M]. Computer vision-ECCV 2016. Lecture notes in computer science, 9905, 21-37(2016).
[11] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection[C], 779-788(2016).
[12] Redmon J, Farhadi A. YOLO9000: better, faster, stronger[C], 6517-6525(2017).
[13] Ma N N, Zhang X Y, Zheng H T, Ferrari V, Hebert M, Sminchisescu C et al. ShuffleNet V2: practical guidelines for efficient CNN architecture design[M]. Computer vision-ECCV 2018. Lecture notes in computer science, 11218, 122-138(2018).
[14] Zhang X Y, Zhou X Y, Lin M X et al. ShuffleNet: an extremely efficient convolutional neural network for mobile devices[C], 6848-6856(2018).
[15] Ali A M, Benjdira B, Koubaa A et al. Vision transformers in image restoration: a survey[J]. Sensors, 23, 2385(2023).
[16] Hu J, Shen L, Albanie S et al. Squeeze-and-excitation networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 2011-2023(2020).
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Yuanpeng Wang, Haibin Wan, Kai Huang, Zhaozhan Chi, Jinqi Zhang, Zhixing Huang. Real-Time Detection of Abnormal Behavior of Escalator Passengers Based on YOLOv5s[J]. Laser & Optoelectronics Progress, 2024, 61(8): 0812004
Category: Instrumentation, Measurement and Metrology
Received: May. 30, 2023
Accepted: Jul. 24, 2023
Published Online: Mar. 27, 2024
The Author Email: Wan Haibin (hbwan@gxu.edu.cn)