Automated vehicle detection and classification: Models, methods, and techniques

A Boukerche, AJ Siddiqui, A Mammeri - ACM Computing Surveys (CSUR …, 2017 - dl.acm.org
Automated Vehicle Classification (AVC) based on vision sensors has received active
attention from researchers, due to heightened security concerns in Intelligent Transportation …

Real-time vehicle make and model recognition with the residual SqueezeNet architecture

HJ Lee, I Ullah, W Wan, Y Gao, Z Fang - Sensors, 2019 - mdpi.com
Make and model recognition (MMR) of vehicles plays an important role in automatic vision-
based systems. This paper proposes a novel deep learning approach for MMR using the …

Artificial intelligent systems for vehicle classification: A survey

SH Tan, JH Chuah, CO Chow, J Kanesan… - … Applications of Artificial …, 2024 - Elsevier
Digitalization is revolutionizing our way of life and catalyzing the transformation into smart
city. Intelligent Transportation System (ITS) being an indispensable component of smart city …

Real-time vehicle make and model recognition based on a bag of SURF features

AJ Siddiqui, A Mammeri… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we propose and evaluate unexplored approaches for real-time automated
vehicle make and model recognition (VMMR) based on a bag of speeded-up robust features …

Real-time vehicle make and model recognition system

MA Manzoor, Y Morgan, A Bais - Machine Learning and Knowledge …, 2019 - mdpi.com
A Vehicle Make and Model Recognition (VMMR) system can provide great value in terms of
vehicle monitoring and identification based on vehicle appearance in addition to the …

A large-scale frontal vehicle image dataset for fine-grained vehicle categorization

L Lu, P Wang, H Huang - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
Fine-grained vehicle categorization has evolved into a significant subject of study due to its
importance in the Intelligent Transportation System. A highly accurate and real-time vehicle …

[HTML][HTML] Two decades of vehicle make and model recognition–survey, challenges and future directions

S Gayen, S Maity, PK Singh, ZW Geem… - Journal of King Saud …, 2023 - Elsevier
Vehicle make and model recognition (VMMR) is a crucial task for developing automatic
vehicle recognition (AVR) systems, and has gained significant attention in the fields of …

Global topology constraint network for fine-grained vehicle recognition

Y Xiang, Y Fu, H Huang - IEEE Transactions on Intelligent …, 2019 - ieeexplore.ieee.org
Fine-grained vehicle recognition is challenging due to the large intra-class variation in
vehicle pose and viewpoint. Many existing methods, especially convolution neural network …

A hierarchical scheme for vehicle make and model recognition from frontal images of vehicles

L Lu, H Huang - IEEE Transactions on Intelligent Transportation …, 2018 - ieeexplore.ieee.org
This paper presents a novel recognition scheme for vehicle make and model recognition
(VMMR) from frontal images of vehicles. In general, we introduce some domain knowledge …

Vehicle make and model recognition using deep transfer learning and support vector machines

S Naseer, SMA Shah, S Aziz… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
Vehicle make and model recognition (VMMR) is a vital task in applications like intelligent
parking systems, driver assistance systems, and automated toll collection. Accurate …