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Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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Driver Safety Assistant System: Integrating Sleep Detection, Blind Spot Monitoring, Traffic Sign Recognition, and Emergency SOS for Heavy-Duty Vehicles in India

Authors: R, Madhanraj; B, Maharishi;

Driver Safety Assistant System: Integrating Sleep Detection, Blind Spot Monitoring, Traffic Sign Recognition, and Emergency SOS for Heavy-Duty Vehicles in India

Abstract

This paper presents an integrated Driver Safety Assistant System designed for heavy-duty commercial vehicles in India. The system combines four safety modules: sleep detection using Eye Aspect Ratio (EAR) monitoring with OpenCV, blind spot monitoring using multi-camera feeds, traffic sign recognition using YOLOv5 deep learning model (achieving 93.7% mAP), and an automated Emergency SOS system with GPS-based alert dispatch. The system is deployed on NVIDIA Jetson Nano embedded hardware and targets the critical road safety gap in India's commercial vehicle fleet. Experimental results demonstrate real-time performance with sleep detection response under 3 seconds and traffic sign inference at 28 FPS.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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