Geometric invariant features for the detection and analysis of vehicle

被引:5
作者
Anandhalli, Mallikarjun [1 ]
Tanuja, A. [1 ]
Baligar, Pavana [2 ]
机构
[1] KLSGIT, Dept Elect & Commun Engn, Belagavi, India
[2] SKSVM Agadi Coll Engn Technol, Dept Informat Sci & Engn, Lakshmeshwar, India
关键词
Vehicle detection; Hu-Moments; Eigen values;
D O I
10.1007/s11042-022-12919-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The intelligent traffic management system (ITS) is one of the active research areas. Vehicle detection is a major role in traffic analysis. In the paper, analysis of detecting vehicles is proposed based on the features posed by the vehicle. The foreground pixels from image are extracted by histogram based foreground segmentation. After segmenting, Hu-Moments and Eigen values features are extracted and normalized. The classifiers are trained with the extracted Hu-Moments and Eigen values. The experiments are conducted on different benchmark datasets, and results are analysed considering the overall classification accuracy. Results of the algorithm are satisfactory and acceptable in real time.
引用
收藏
页码:33549 / 33567
页数:19
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