Comparison of image classification and object detection for passenger seat belt violation detection using NIR & RGB surveillance camera images

A Elihos, B Alkan, B Balci… - 2018 15th IEEE …, 2018 - ieeexplore.ieee.org
Manual seat belt enforcement by roadside police officers on highways is known to be
inefficient, costly and ineffective. Authorities have been looking for automated enforcement …

Automatic detection of vehicle occupancy and driver's seat belt status using deep learning

S Hosseini, A Fathi - Signal, Image and Video Processing, 2023 - Springer
Increasing the number of personal cars on the transportation routes causes a heavy traffic
load. In many countries, special lines for high occupancy vehicles have been developed to …

Accurate seat belt detection in road surveillance images based on CNN and SVM

Y Chen, G Tao, H Ren, X Lin, L Zhang - Neurocomputing, 2018 - Elsevier
Seat belt detection in intelligent transportation systems is an important research area, but the
current algorithms for such systems are not very well developed. Existing methods are …

Deep learning based vehicle seat belt detection algorithm for driver and passenger seat occupants

W Feng, W Yu, R Nan - 2022 7th International Conference on …, 2022 - ieeexplore.ieee.org
With the increase of vehicle popularity and traffic casualty rate, seat belt as a very important
protection measure that can effectively protect the safety of passengers, and Chinese traffic …

Seat belt detection using convolutional neural network bn-alexnet

B Zhou, D Chen, X Wang - … Conference, ICIC 2017, Liverpool, UK, August …, 2017 - Springer
To tackle the problems of the dependence on source image clarity, the underutilization of
source image information and the dependence on human-designed features in existing seat …

Image-based Seat Belt Fastness Detection using Deep Learning

RA Kapdi, P Khanpara, R Modi, M Gupta - Scalable Computing: Practice …, 2022 - scpe.org
The detection of seat belts is an essential aspect of vehicle safety. It is crucial in providing
protection in the event of an accident. Seat belt detection devices are installed into many …

Seatbelt detection in road surveillance images based on improved dense residual network with two-level attention mechanism

J Luo, J Lu, G Yue - Journal of Electronic Imaging, 2021 - spiedigitallibrary.org
Seatbelt detection is an important topic in intelligent transport systems. The accuracy of
seatbelt detection in traffic video surveillance is affected by many factors, such as complex …

[HTML][HTML] Detection method of the seat belt for workers at height based on UAV image and YOLO algorithm

Y Liu, J Zhang, L Shi, M Huang, L Lin, L Zhu, X Lin… - Array, 2024 - Elsevier
In the domain of outdoor construction within the power industry, working at significant
heights is common, requiring stringent safety measures. Workers are mandated to wear hard …

[HTML][HTML] Seat belt detection using gated Bi-LSTM with part-to-whole attention on diagonally sampled patches

X Gu, Z Lu, J Ren, Q Zhang - Expert Systems with Applications, 2024 - Elsevier
One of the high-risk behaviors leading to severe traffic injuries is not wearing a seat belt. It is
therefore very important to be able to automatically detect seat belts from surveillance …

Seat belt fastness detection based on image analysis from vehicle in-abin camera

A Kashevnik, A Ali, I Lashkov… - 2020 26th Conference of …, 2020 - ieeexplore.ieee.org
Seat belt fastness detection in vehicles is an important factor due to the high protection role
in case an accident occurs. Modern vehicles usually have belt fastness detection systems …