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 …

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 …

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 …

Efficient seat belt detection in a vehicle surveillance application

XH Qin, C Cheng, G Li, X Zhou - 2014 9th IEEE Conference on …, 2014 - ieeexplore.ieee.org
In this paper, we propose a novel approach that determines whether the seat belts in the
vehicle are belted or unbelted. It is a challenging problem because of some practical …

Learning-based seat belt detection in image using salient gradient

B Zhou, L Chen, J Tian, Z Peng - 2017 12th IEEE Conference …, 2017 - ieeexplore.ieee.org
Seat belt detection is a critical challenge in traffic video surveillance. To tackle this
challenge, an automatic seat belt detection approach is proposed in this paper. The …

Driver's seat belt detection using CNN

DSB Naik, GS Lakshmi, VR Sajja… - Turkish Journal of …, 2021 - turcomat.org
Seat belt detection is one of the necessary task which are required in transportation system
to reduce accidents due to abrupt stop or high speed accident with other vehicles. In this …

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 …

[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 …

Lightweight seatbelt detection algorithm for mobile device

Y Zang, B Yu, S Zhao - Multimedia Tools and Applications, 2023 - Springer
It is an important task of modern traffic management for traffic police to inspect whether
drivers wear seatbelts, and mobile law enforcement brings convenience to traffic police …

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 …