An automated system for traffic sign recognition using convolutional neural network

Resumen

TSR (Traffic Sign Recognition) represents an important feature of advanced driver assistance system, contributing to the safety of the drivers, autonomous vehicles as well and to increase driving comfort. In today’s world road conditions drastically improved as compared with past decades. Obviously, vehicle’s speed increased. So, on driver’s point of view there might be chances of neglecting mandatory road signs while driving. This paper explores the system to helps the driver about recognition of road signs to avoid road accidents. TSR is challenging task, while its accuracy depends on two aspects: feature extractor and classifier. Current popular algorithms mainly deploy CNN (Convolutional Neural Network) to execute both feature extraction and classification. In this paper, we implement the traffic sign recognition by using CNN, the CNN will be trained by using the dataset of 43 different classes of traffic signs along with TensorFlow library. The results will show the 95% accuracy.

Biografía del autor

Sanam Narejo, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Department of Computer Systems Engineering, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Shahnawaz Talpur, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Department of Computer Systems Engineering, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Madeha Memon, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Department of Computer Systems Engineering, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Amna Rahoo, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Department of Computer Systems Engineering, Mehran University of Engineering & Technology, Jamshoro, (Pakistan).

Publicado
2020-11-13
Cómo citar
Narejo, S., Talpur, S., Memon, M., & Rahoo, A. (2020). An automated system for traffic sign recognition using convolutional neural network. 3C Tecnología. Glosas De Innovación Aplicadas a La Pyme, 119-135. Recuperado a partir de http://ojs.3ciencias.com/index.php/3c-tecnologia/article/view/1095