Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Advancing Road Safety through Driver Drowsiness Detection Using Deep Learning Model Subject The topic of the resource CNN; computer vision; deep learning; Driver drowsiness; facial expressions; head pose; image processing; mouth movement; ResNet101 Description An account of the resource Driver drowsiness poses a significant threat to public safety, contributing to numerous road accidents and fatalities annually. Drowsy drivers exhibit characteristic changes in facial expressions and behaviors, including eye closure, head nodding, and yawning. These indicators can be detected through various techniques, including image processing, computer vision, and machine learning. This research investigates a promising approach: utilizing a ResNet-101 deep convolutional neural network (CNN) for driver drowsiness detection based on eye, head, and mouth states. The model was trained on a vast dataset of 2.2 million images, covering diverse driving conditions. Despite achieving a 69% accuracy, suggesting real-world potential, computational limitations restricted training to only a quarter of the data. This necessitates further research with larger datasets and increased resources to enhance accuracy and robustness. 2024 IEEE. Creator An entity primarily responsible for making the resource Pandey S.; Lekha J.; Kadyan S. Source A related resource from which the described resource is derived 2024 3rd International Conference on Artificial Intelligence for Internet of Things, AIIoT 2024 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/AIIoT58432.2024.10574717" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/AIIoT58432.2024.10574717</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85198520107&amp;doi=10.1109%2FAIIoT58432.2024.10574717&amp;partnerID=40&amp;md5=0bdbaf0fbe79c416131807424cbd7001" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85198520107&amp;doi=10.1109%2fAIIoT58432.2024.10574717&amp;partnerID=40&amp;md5=0bdbaf0fbe79c416131807424cbd7001</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835037212-0 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Pandey S., CHRIST(Deemed To Be) University Lavasa, School of Science, Maharashtra, Pune, India; Lekha J., CHRIST(Deemed To Be) University Lavasa, School of Science, Maharashtra, Pune, India; Kadyan S., CHRIST(Deemed To Be) University Lavasa, School of Science, Maharashtra, Pune, India