Applications of deep learning in intelligent transportation systems

AK Haghighat, V Ravichandra-Mouli… - Journal of Big Data …, 2020 - Springer
Abstract In recent years, Intelligent Transportation Systems (ITS) have seen efficient and
faster development by implementing deep learning techniques in problem domains which …

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 …

Intelligent traffic monitoring systems for vehicle classification: A survey

M Won - IEEE Access, 2020 - ieeexplore.ieee.org
A traffic monitoring system is an integral part of Intelligent Transportation Systems (ITS). It is
one of the critical transportation infrastructures that transportation agencies invest a huge …

Convolutional neural network based vehicle classification in adverse illuminous conditions for intelligent transportation systems

MA Butt, AM Khattak, S Shafique, B Hayat, S Abid… - …, 2021 - Wiley Online Library
In step with rapid advancements in computer vision, vehicle classification demonstrates a
considerable potential to reshape intelligent transportation systems. In the last couple of …

Multi-camera-based human activity recognition for human–robot collaboration in construction

Y Jang, I Jeong, M Younesi Heravi, S Sarkar, H Shin… - Sensors, 2023 - mdpi.com
As the use of construction robots continues to increase, ensuring safety and productivity
while working alongside human workers becomes crucial. To prevent collisions, robots must …

Deep learning-based vehicle classification for low quality images

S Tas, O Sari, Y Dalveren, S Pazar, A Kara, M Derawi - Sensors, 2022 - mdpi.com
This study proposes a simple convolutional neural network (CNN)-based model for vehicle
classification in low resolution surveillance images collected by a standard security camera …

Vehicle detection and classification with spatio-temporal information obtained from CNN

GSR Satyanarayana, P Deshmukh, SK Das - Displays, 2022 - Elsevier
Vehicle detection and classification with convolutional neural networks (CNN) is
encouraging and fascinating for intelligent transportation applications. In general, CNN is …

Visualizing the invisible: Occluded vehicle segmentation and recovery

X Yan, F Wang, W Liu, Y Yu, S He… - Proceedings of the …, 2019 - openaccess.thecvf.com
In this paper, we propose a novel iterative multi-task framework to complete the
segmentation mask of an occluded vehicle and recover the appearance of its invisible parts …

Vehicle detection and tracking using kalman filter over aerial images

AM Qureshi, A Jalal - 2023 4th international conference on …, 2023 - ieeexplore.ieee.org
For intelligent transportation systems (ITSs) and planning that makes use of exact location
intelligence, accurate vehicle classification, and tracking are topics that are becoming more …

Bangladeshi native vehicle classification based on transfer learning with deep convolutional neural network

MM Hasan, Z Wang, MAI Hussain, K Fatima - Sensors, 2021 - mdpi.com
Vehicle type classification plays an essential role in developing an intelligent transportation
system (ITS). Based on the modern accomplishments of deep learning (DL) on image …