Vehicle classification in intelligent transport systems: An overview, methods and software perspective

A Gholamhosseinian, J Seitz - IEEE Open Journal of Intelligent …, 2021 - ieeexplore.ieee.org
Vehicle Classification (VC) is a key element of Intelligent Transportation Systems (ITS).
Diverse ranges of ITS applications like security systems, surveillance frameworks, fleet …

The channel as a traffic sensor: Vehicle detection and classification based on radio fingerprinting

B Sliwa, N Piatkowski, C Wietfeld - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Ubiquitously deployed Internet of Things (IoT)-based automatic vehicle classification
systems will catalyze data-driven traffic flow optimization in future smart cities and will …

Pretraining Convolutional Neural Networks for Image‐Based Vehicle Classification

Y Han, T Jiang, Y Ma, C Xu - Advances in multimedia, 2018 - Wiley Online Library
Vehicle detection and classification are very important for analysis of vehicle behavior in
intelligent transportation system, urban computing, etc. In this paper, an approach based on …

Detection and classification of vehicles using audio visual cues

L Mary, BI Koshy - Multimedia Tools and Applications, 2023 - Springer
This paper presents a software-based vehicle detection and classification system capable of
classifying traffic into four different classes, namely two-wheeler, three-wheeler, car, and …

Fusion of audio visual cues for vehicle classification

C Daniel, L Mary - 2016 International Conference on Next …, 2016 - ieeexplore.ieee.org
Road planning and traffic monitoring is conducted based on survey of traffic volume. In
recent years many of researchers have developed vision and audio based techniques for …

Vehicle classification based on audio-visual feature fusion with low-quality images and noise

Y Zhao, H Zhao, X Zhang, W Liu - Journal of Intelligent & …, 2023 - content.iospress.com
Abstract In Intelligent Transport Systems (ITS), vision is the primary mode of perception.
However, vehicle images captured by low-cost traffic cameras under challenging weather …

Multipurpose sensing platform for improved road safety

M Carvalhosa, J Almeida… - 2022 IEEE 19th …, 2022 - ieeexplore.ieee.org
Intelligent mobility is on the rise fueling research of new technologies that improve
transportation safety. This paper presents the design and implementation of a multipurpose …

Reliable infrastructural urban traffic monitoring via lidar and camera fusion

Y Tian, H Liu, T Furukawa - SAE International Journal of Passenger Cars …, 2017 - sae.org
This paper presents a novel infrastructural traffic monitoring approach that estimates traffic
information by combining two sensing techniques. The traffic information can be obtained …

Cooperative place recognition in robotic swarms

S Brent, C Yuan, P Stegagno - Proceedings of the 36th Annual ACM …, 2021 - dl.acm.org
In this paper we propose a study on landmark identification as a step towards a localization
setup for real-world robotic swarms setup. In real world, landmark identification is often …

Vehicle classification with audio and video modalities using CNN and decision-level fusion

V Viswanath, BP Babu - 2020 12th International Conference on …, 2020 - ieeexplore.ieee.org
The paradigm of vehicle classification is ever evolving, with new requirements and
challenges adding up at every juncture. It remains an important task in the efficient …