Alerting Distracted Driver Using Cnn

Registration ID: IJNRD_181301

Published ID: IJNRD2205078

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Amritha lal, Aksa Saji, Abhishek S , Abhishek S , Liji Samuel

Convolutional neural networks, data augmentation techniques, deep learning methods, distracted driver ,alerting system .

Driver distraction is a leading factor in n crashes. To reduce vehicle accidents and improve transportation safety, a system that can classify distracted driving is highly desirable and has attracted much research interest in recent years. With a goal to reduce traffic accidents and improve transportation safety, this project proposes a driver distraction detection and alerting system which identifies various types of distractions through a camera by observing the driver and alerts the driver by buzzer . In deep learning, a Convolutional neural network is a class of deep neural networks, most commonly applied to analysing visual imagery and our goal is to build a high-accuracy model to distinguish whether driver is driving safely or conducting a particular kind of distraction activity. a multi-layer CNN network is constructed in the model and the key parameters of the input layer, convolution layer, pooling layer, fully connected layer and output layer are optimized as well. The results of experimental analysis show that the accuracy of the proposed method can reach 97.31%, which is higher than that of the existing machine learning algorithms. Therefore, the proposed method is efective in improving the accuracy of distracted driving recognition The input of our model are images of driver taken in the car and the model is trained with the dataset created by ourselves. If the driver distracts from driving it will be classified as distracted and develops an alert which reminds the driver to focus on the driving task when he/she gets distracted. In general, most of the existing systems are not fit for real applications as they are wearable, induce discomfort and take long time to make a decision.

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Amritha lal, Aksa Saji, Abhishek S , Abhishek S , & Liji Samuel (May-2022). Alerting Distracted Driver Using Cnn. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 7(5), 710-722. https://ijnrd.org/papers/IJNRD2205078.pdf

Volume 7 Issue 5, May-2022

Pages : 710-722

Paper Reg. ID: IJNRD_181301

Published Paper Id: IJNRD2205078

Research Area: Computer Science & Technology 

Author Type: Foreign Author

Country: KOLLAM , Kerala , India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2205078.pdf

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