Reliable classification of vehicle types based on cascade classifier ensembles

B Zhang - IEEE Transactions on intelligent transportation …, 2012 - ieeexplore.ieee.org
Vehicle-type recognition based on images is a challenging task. This paper comparatively
studied two feature extraction methods for image description, ie, the Gabor wavelet …

Vision-based vehicle type classification using partial Gabor filter bank

P Ji, L Jin, X Li - 2007 IEEE International Conference on …, 2007 - ieeexplore.ieee.org
A vision-based vehicle type classification method using partial Gabor filter bank is present in
this paper for five vehicles categorization: sedan, van, hatchback sedan, bus and van truck …

Log-Gabor filters for image-based vehicle verification

J Arrospide, L Salgado - IEEE Transactions on Image …, 2013 - ieeexplore.ieee.org
Vehicle detection based on image analysis has attracted increasing attention in recent years
due to its low cost, flexibility, and potential toward collision avoidance. In particular, vehicle …

Improving the performance of on-road vehicle detection by combining Gabor and wavelet features

Z Sun, G Bebis, R Miller - Proceedings. The IEEE 5th …, 2002 - ieeexplore.ieee.org
Appearance-based methods represent a promising research direction to the problem of
vehicle detection. These methods learn the characteristics of the vehicle class from a set of …

Vehicle logo recognition in traffic images using HOG features and SVM

DF Llorca, R Arroyo, MA Sotelo - 16th International IEEE …, 2013 - ieeexplore.ieee.org
In this paper a new vehicle logo recognition approach is presented using Histograms of
Oriented Gradients (HOG) and Support Vector Machines (SVM). The system is specifically …

An ensemble deep learning method for vehicle type classification on visual traffic surveillance sensors

W Liu, M Zhang, Z Luo, Y Cai - IEEE Access, 2017 - ieeexplore.ieee.org
Visual traffic surveillance systems play important roles in intelligent transport systems
nowadays. The first step of a visual traffic surveillance system usually needs to correctly …

Vehicle detection and recognition for intelligent traffic surveillance system

Y Tang, C Zhang, R Gu, P Li, B Yang - Multimedia tools and applications, 2017 - Springer
Vehicle detection and type recognition based on static images is highly practical and directly
applicable for various operations in a traffic surveillance system. This paper will introduce …

Improving deep ensemble vehicle classification by using selected adversarial samples

W Liu, Z Luo, S Li - Knowledge-Based Systems, 2018 - Elsevier
Most image classification algorithms aim to maximize the percentage of class labels that are
predicted correctly. These algorithms often missclassify images from minority categories as …

Preceding vehicle recognition based on learning from sample images

T Kato, Y Ninomiya, I Masaki - IEEE Transactions on Intelligent …, 2002 - ieeexplore.ieee.org
Preceding vehicle recognition is an important enabling technology for developing a driver
assistance system and an autonomous vehicle system. However, this is difficult for computer …

A review on vehicle classification and potential use of smart vehicle-assisted techniques

H Shokravi, H Shokravi, N Bakhary, M Heidarrezaei… - Sensors, 2020 - mdpi.com
Vehicle classification (VC) is an underlying approach in an intelligent transportation system
and is widely used in various applications like the monitoring of traffic flow, automated …