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Title: :  Real-Time Drowsiness Monitoring System for Safer Driving
PaperId: :  25554
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 6 2024
DUI:    16.0415/IJARIIE-25554
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr .Pradeep v Alvas’s institute of engineering and Technology
Krupashree R Alvas’s institute of engineering and Technology
Anirudh Kamath kAlvas’s institute of engineering and Technology
Sarthak k Jain Alvas’s institute of engineering and Technology
Chaitra s Koddaddi Alvas’s institute of engineering and Technology

Abstract

ISE
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In order to prevent traffic accidents, the review paper "Real-Time Driver Depression Monitoring for Accident Prevention in Smart Vehicles" focuses on the creation of a system that can identify driver depression in real time. This method looks for indicators of depression in drivers by employing facial expression recognition technology that has been improved by transfer learning using the VGG-16 model. The algorithm uses face analysis to identify behavioral signs of depression by using a library of photos showing drivers in both normal and sad conditions. In order to lessen the possibility of accidents brought on by intoxicated driving, the system safely transfers control of the car from the driver to the automated driving systems when it detects depressive symptoms. With a 96% accuracy rate, 98% precision rate, 97% recall rate, and 97% F1-score, the model demonstrated its ability to improve road safety in smart car applications.

Citations

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IJARIIE Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . "Real-Time Drowsiness Monitoring System for Safer Driving" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 6 2024 Page 2061-2064
MLA Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . "Real-Time Drowsiness Monitoring System for Safer Driving." International Journal Of Advance Research And Innovative Ideas In Education 10.6(2024) : 2061-2064.
APA Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , & Chaitra s Koddaddi . (2024). Real-Time Drowsiness Monitoring System for Safer Driving. International Journal Of Advance Research And Innovative Ideas In Education, 10(6), 2061-2064.
Chicago Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . "Real-Time Drowsiness Monitoring System for Safer Driving." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 6 (2024) : 2061-2064.
Oxford Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . 'Real-Time Drowsiness Monitoring System for Safer Driving', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, 2024, p. 2061-2064. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Real_Time_Drowsiness_Monitoring_System_for_Safer_Driving_ijariie25554.pdf (Accessed : ).
Harvard Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . (2024) 'Real-Time Drowsiness Monitoring System for Safer Driving', International Journal Of Advance Research And Innovative Ideas In Education, 10(6), pp. 2061-2064IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Real_Time_Drowsiness_Monitoring_System_for_Safer_Driving_ijariie25554.pdf (Accessed : )
IEEE Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi , "Real-Time Drowsiness Monitoring System for Safer Driving," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, pp. 2061-2064, Nov-Dec 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Real_Time_Drowsiness_Monitoring_System_for_Safer_Driving_ijariie25554.pdf [Accessed : ].
Turabian Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . "Real-Time Drowsiness Monitoring System for Safer Driving." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 6 ().
Vancouver Dr .Pradeep v , Krupashree R , Anirudh Kamath k, Sarthak k Jain , and Chaitra s Koddaddi . Real-Time Drowsiness Monitoring System for Safer Driving. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(6) : 2061-2064. Available from: https://ijariie.com/AdminUploadPdf/Real_Time_Drowsiness_Monitoring_System_for_Safer_Driving_ijariie25554.pdf
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