Background subtraction in real applications: Challenges, current models and future directions

B Garcia-Garcia, T Bouwmans, AJR Silva - Computer Science Review, 2020 - Elsevier
Computer vision applications based on videos often require the detection of moving objects
in their first step. Background subtraction is then applied in order to separate the background …

A review on various methodologies used for vehicle classification, helmet detection and number plate recognition

S Sanjana, S Sanjana, VR Shriya, G Vaishnavi… - Evolutionary …, 2021 - Springer
Vehicle detection and classification has been an area of application of image processing
and machine learning which is being researched extensively in accordance with its …

Real‐time automatic helmet detection of motorcyclists in urban traffic using improved YOLOv5 detector

W Jia, S Xu, Z Liang, Y Zhao, H Min, S Li… - IET Image …, 2021 - Wiley Online Library
In traffic accidents, motorcycle accidents are the main cause of casualties, especially in
develo** countries. The main cause of fatal injuries in motorcycle accidents is that …

Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning

J Shen, X **ong, Y Li, W He, P Li… - Computer‐Aided Civil …, 2021 - Wiley Online Library
Detecting safety helmet wearing in surveillance videos is an essential task for safety
management, compliance with regulations, and reducing the death rate from construction …

[HTML][HTML] Real-time license plate detection for non-helmeted motorcyclist using YOLO

Y Jamtsho, P Riyamongkol, R Waranusast - Ict Express, 2021 - Elsevier
Nowadays, detection of license plate (LP) for non-helmeted motorcyclist has become
mandatory to ensure the safety of the motorcyclists. This paper presents the real-time …

Detection of motorcyclists without helmet in videos using convolutional neural network

C Vishnu, D Singh, CK Mohan… - 2017 International joint …, 2017 - ieeexplore.ieee.org
In order to ensure the safety measures, the detection of traffic rule violators is a highly
desirable but challenging task due to various difficulties such as occlusion, illumination, poor …

Automatic detection of bike-riders without helmet using surveillance videos in real-time

K Dahiya, D Singh, CK Mohan - 2016 International Joint …, 2016 - ieeexplore.ieee.org
In this paper, we propose an approach for automatic detection of bike-riders without helmet
using surveillance videos in real time. The proposed approach first detects bike riders from …

An intelligent vision-based approach for helmet identification for work safety

H Wu, J Zhao - Computers in Industry, 2018 - Elsevier
Helmets are essential equipments to protect workers from danger during inspection and
operation. Considering that some workers would not always obey the regulation, video …

Helmet use detection of tracked motorcycles using cnn-based multi-task learning

H Lin, JD Deng, D Albers, FW Siebert - IEEE access, 2020 - ieeexplore.ieee.org
Automated detection of motorcycle helmet use through video surveillance can facilitate
efficient education and enforcement campaigns that increase road safety. However, existing …

Detection and tracking of safety helmet based on DeepSort and YOLOv5

H Song, X Zhang, J Song, J Zhao - Multimedia Tools and Applications, 2023 - Springer
Safety helmets can effectively prevent accidental head injuries to construction personnel.
Helmet wearing detection is of great significance to the safety management of the …