Real-Time Car Detection System

被引:1
|
作者
Rosner, Marcin [1 ]
机构
[1] SLR Engn OG, A-8020 Graz, Austria
关键词
car detection; real-time; smart camera; svm; support vector machines; hog; histogram of oriented gradients; cascade;
D O I
10.1117/12.872981
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a car detection system that is able to work in close to real-time on a smart camera. A cascade of histograms of oriented gradients was used as a detector. The algorithm and code were optimized for speed to meet the real-time constraints, without loosing too much on detection quality. The system is now able to process 10 frames per second on an Atom Z530 (1.6 GHz) processor used in the smart camera. The application on which the paper is based is ready to detect cars in real world scenarios. It is planned to extend it to also track and analyze the driver behavior patterns.
引用
收藏
页数:7
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