JOURNAL ARTICLE

Vehicle recognition based on Haar features and Adaboost cascade classifier

Maojun TianLei LiuJian LüYixin Cheng

Year: 2022 Journal:   Journal of Physics Conference Series Vol: 2303 (1)Pages: 012052-012052   Publisher: IOP Publishing

Abstract

Abstract With the progress of world science and economic development, more and more industries are developing towards intelligence and automation. In the field of intelligent driving, the intelligent vehicle environment perception method based on machine vision has become a hot research topic. Based on monocular vision system, aiming at the requirements of different target features and detection accuracy and efficiency, this paper improves the Haar feature and Adaboost cascade classifier recognition algorithm combined with gray symmetry method to adapt to the recognition environment required by vehicles. The measured results show that the improved vehicle identification method combined with the tracking method based on Kalman filter can reduce the misjudgment rate of vehicles and has good real-time performance.

Keywords:
Artificial intelligence AdaBoost Computer science Classifier (UML) Haar-like features Pattern recognition (psychology) Cascade Computer vision Kalman filter Cascading classifiers Automation Machine learning Engineering Facial recognition system Face detection Random subspace method

Metrics

2
Cited By
0.25
FWCI (Field Weighted Citation Impact)
4
Refs
0.47
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Autonomous Vehicle Technology and Safety
Physical Sciences →  Engineering →  Automotive Engineering

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