Paper Key : IRJ************335
Author: Ritika Sunil Kene
Date Published: 20 Oct 2023
Abstract
The abstract discusses the significance of road sign detection in ensuring the safety of drivers, vehicles, and pedestrians. This feature, integrated into the Advanced Driver Assistance System (ADAS), uses deep learning algorithms to efficiently detect and notify drivers about road signs. The paper proposes two models: Hybrid-TSR for traffic sign recognition and Hybrid-SRD for semantic road detection. These models utilize a combination of pre-trained 2D and shallow 3D convolutional neural networks, enhancing accuracy and reducing complexity in real-time processing solutions. The study addresses critical challenges in computer vision for intelligent transport systems, aiming to enhance road safety through advanced technology.