Advanced Driver Monitoring: Adaptive Machine Learning for Drowsiness Detection

Registration ID: IJNRD_219446

Published ID: IJNRD2404863

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Kshitij Mehatkar, Roashan Bhanuse , Atharva Kawale, Tanmay Zerbade, Aryan Baraskar

Face detection, eye detection, Drowsiness detection, Adaptive Machine learning model, MT-CNN, EN-CNN.

Traffic accidents are the leading cause of human death and injury worldwide, accounting for approximately one million deaths annually. Driver drowsiness is a significant contributor to road accidents. Tired driving is a growing concern, leading to an increase in accidents. Detecting driver drowsiness in real time is important to solve this problem. Various devices have been developed that use artificial intelligence algorithms to detect drowsiness. In this research, we will discuss driver drowsiness detection using facial and eye features. Our model will receive data like (eyes and mouth) at runtime. Using the dataset, the system will detect whether the eyes were closed for a certain range, and it can sound an alarm to alert the driver. The system adjusts the score based on eye position (open/closed). The proposed model is an important step towards developing a real-time drowsiness detector that can warn the driver in time and prevent accidents. We propose a driver drowsiness detection system using machine learning and facial and eye features. Our system uses a multitasking cascading convolutional neural network (MTCNN) to detect and align the driver's face and feature points, and an eye-mouth convolutional neural network (EM-CNN) to identify eye and mouth positions. We also calculate the percentage of eyelid closure (PERCLOS) and the degree of mouth opening (POM) over time to assess the driver's fatigue state. Experimental results of the developed approach outperformed comparable existing schemes in terms of accuracy (94.95%), F1-score (95.45%), sensitivity (85.71), specificity (99%), global accuracy (99.10%), AUC_ROC (98.55%). %), Mean-IOU (97.11%), SSIM (93.33%).

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Kshitij Mehatkar, Roashan Bhanuse , Atharva Kawale, Tanmay Zerbade, & Aryan Baraskar (April-2024). Advanced Driver Monitoring: Adaptive Machine Learning for Drowsiness Detection. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), i524-i534. https://ijnrd.org/papers/IJNRD2404863.pdf

Volume 9 Issue 4, April-2024

Pages : i524-i534

Paper Reg. ID: IJNRD_219446

Published Paper Id: IJNRD2404863

Research Area: Computer Science & Technology 

Author Type: Indian Author

Country: Nagpur , Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404863.pdf

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