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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 14 | Issue 8 | Month- August 2026
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Paper Title
Real-Time Driver Drowsiness and Head Pose Detection with Alert System
Authors
B. Sharmeen, Dr. P. Kiran Kumar
Keywords
Driver drowsiness detection, Eye Aspect Ratio, Mouth Aspect Ratio, Head-pose estimation, Real-time monitoring, Facial landmark tracking, Computer vision.
Abstract
Driver fatigue significantly contributes to road accidents, but current detection methods often rely on intrusive sensors or computationally heavy models. We propose a vision-based driver alertness monitoring system using a standard webcam. The system analyzes facial cues by calculating the Eye Aspect Ratio (EAR), Mouth Aspect Ratio (MAR), and head pose from Dlib facial landmarks. These metrics indicate signs of drowsiness. We compare our approach with recent deep learning solutions (YOLOv8-Face, MobileNetV3-based keypoint regression, and ResNet50-LSTM classifiers). On a standard CPU, our lightweight method achieves ~92.6% detection accuracy and ~94.1% sensitivity with an average latency of 1.1 seconds, while being 30% faster and 45% smaller than the MobileNetV3 model. These results suggest our system is well-suited for low-power, real-time deployment in smart vehicles for enhanced driver safety.
IJCRT's Publication Details
Unique Identification Number - IJCRT2508084
Paper ID - 292091
Page Number(s) - a743-a751
Pubished in - Volume 13 | Issue 8 | August 2025
DOI (Digital Object Identifier) -
Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
B. Sharmeen, Dr. P. Kiran Kumar, "Real-Time Driver Drowsiness and Head Pose Detection with Alert System", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 8, pp.a743-a751, August 2025, Available at :http://www.ijcrt.org/papers/IJCRT2508084.pdf
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Volume 14 | Issue 8
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Volume 14 | Issue 8
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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