[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 …

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 …

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 …

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 …

Seatbelt Detection Algorithm Improved with Lightweight Approach and Attention Mechanism

L Qiu, J Rao, X Zhao - Applied Sciences, 2024 - mdpi.com
Precise and rapid detection of seatbelts is an essential research field for intelligent traffic
management. In order to improve the detection precision of seatbelts and speed up …

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 …

Real time seatbelt detection using YOLO deep learning model

A Upadhyay, B Sutrave, A Singh - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Monitoring seat belt fastening is an essential safety element in automobiles since it
increases protection in the event of an accident. Modern vehicles generally have belt …

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 …

MSP-DISK: Naturalistic and Diverse In-Vehicle Database for Joint Pose and Seat Belt Detection

I Brooks, S Gogineni, S Jha, SJ Ray… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
Driver monitoring systems improve the safety of the car by alerting the driver when unsafe
behavior is detected. To understand the driver and passengers, it is important to estimate the …