Research advances and challenges of autonomous and connected ground vehicles

A Eskandarian, C Wu, C Sun - IEEE Transactions on Intelligent …, 2019 - ieeexplore.ieee.org
Autonomous vehicle (AV) technology can provide a safe and convenient transportation
solution for the public, but the complex and various environments in the real world make it …

Overview of environment perception for intelligent vehicles

H Zhu, KV Yuen, L Mihaylova… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
This paper presents a comprehensive literature review on environment perception for
intelligent vehicles. The state-of-the-art algorithms and modeling methods for intelligent …

Vision-based traffic sign detection and analysis for intelligent driver assistance systems: Perspectives and survey

A Mogelmose, MM Trivedi… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
In this paper, we provide a survey of the traffic sign detection literature, detailing detection
systems for traffic sign recognition (TSR) for driver assistance. We separately describe the …

DeepThin: A novel lightweight CNN architecture for traffic sign recognition without GPU requirements

WA Haque, S Arefin, ASM Shihavuddin… - Expert Systems with …, 2021 - Elsevier
For a safe and automated vehicle driving application, it is a prerequisite to have a robust and
highly accurate traffic sign detection system. In this paper, we proposed a novel energy …

Vision-based traffic sign detection and recognition systems: Current trends and challenges

SB Wali, MA Abdullah, MA Hannan, A Hussain… - Sensors, 2019 - mdpi.com
The automatic traffic sign detection and recognition (TSDR) system is very important
research in the development of advanced driver assistance systems (ADAS). Investigations …

On circular traffic sign detection and recognition

SK Berkaya, H Gunduz, O Ozsen, C Akinlar… - Expert Systems with …, 2016 - Elsevier
Automatic traffic sign detection and recognition play crucial roles in several expert systems
such as driver assistance and autonomous driving systems. In this work, novel approaches …

Real-time traffic sign recognition in three stages

F Zaklouta, B Stanciulescu - Robotics and autonomous systems, 2014 - Elsevier
Abstract Traffic Sign Recognition (TSR) is an important component of Advanced Driver
Assistance Systems (ADAS). The traffic signs enhance traffic safety by informing the driver of …

CNN based traffic sign classification using Adam optimizer

S Mehta, C Paunwala, B Vaidya - … international conference on …, 2019 - ieeexplore.ieee.org
An automatic detection and classification of traffic signs is an important task in Advanced
Driver Assistance System (ADAS). Convolutional Neural Network (CNN) has surpassed the …

Automatic traffic sign detection and recognition using SegU-Net and a modified Tversky loss function with L1-constraint

U Kamal, TI Tonmoy, S Das… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Traffic sign detection is a central part of autonomous vehicle technology. Recent advances
in deep learning algorithms have motivated researchers to use neural networks to perform …

Traffic sign classification using kd trees and random forests

F Zaklouta, B Stanciulescu… - The 2011 international …, 2011 - ieeexplore.ieee.org
In this paper, we evaluate the performance of Kd trees and Random Forests for traffic sign
classification using different size Histogram of Oriented Gradients (HOG) descriptors and …