[HTML][HTML] 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 …

An overview of traffic sign detection and classification methods

Y Saadna, A Behloul - International journal of multimedia information …, 2017 - Springer
Over the last few years, different traffic sign recognition systems were proposed. The present
paper introduces an overview of some recent and efficient methods in the traffic sign …

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 …

Real-time traffic sign recognition based on efficient CNNs in the wild

J Li, Z Wang - IEEE Transactions on Intelligent Transportation …, 2018 - ieeexplore.ieee.org
Both unmanned vehicles and driver assistance systems require solving the problem of traffic
sign recognition. A lot of work has been done in this area, but no approach has been …

Fooling a real car with adversarial traffic signs

N Morgulis, A Kreines, S Mendelowitz… - arXiv preprint arXiv …, 2019 - arxiv.org
The attacks on the neural-network-based classifiers using adversarial images have gained a
lot of attention recently. An adversary can purposely generate an image that is …

A framework for visual saliency detection with applications to image thumbnailing

L Marchesotti, C Cifarelli… - 2009 IEEE 12th …, 2009 - ieeexplore.ieee.org
We propose a novel framework for visual saliency detection based on a simple principle:
images sharing their global visual appearances are likely to share similar salience …

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 …

Real-time traffic-sign recognition using tree classifiers

F Zaklouta, B Stanciulescu - IEEE Transactions on Intelligent …, 2012 - ieeexplore.ieee.org
Traffic-sign recognition (TSR) is an essential component of a driver assistance system
(DAS), providing drivers with safety and precaution information. In this paper, we evaluate …

Traffic sign detection based on convolutional neural networks

Y Wu, Y Liu, J Li, H Liu, X Hu - The 2013 international joint …, 2013 - ieeexplore.ieee.org
We propose an approach for traffic sign detection based on Convolutional Neural Networks
(CNN). We first transform the original image into the gray scale image by using support …