Vehicle Detection Based on Multifeature Extraction and Recognition Adopting RBF Neural Network on ADAS System
Joint Authors
Xu, Huan
Chen, Xuewen
Chen, Huaqing
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-06
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
A region of interest (ROI) that may contain vehicles is extracted based on the composite features on vehicle’s bottom shadow and taillights by setting a gray threshold on vehicle shadow region and a series of constraints on taillights.
In order to identify the existence of target vehicle in front of Advanced Driver Assistance System (ADAS) for the extracted ROI, a neural network recognizer of the Radial Basis Function (RBF) is found by extracting a series of parameters on the vehicle’s edge and region features.
Using a large amount of collected images, the ROI that may contain vehicles is verified to be effective by extracting composite features of the shadow at the bottom of vehicle and taillights.
Based on the positive and negative sample base of vehicles, the neural network recognizer is trained and learned, which can quickly realize network convergence.
Furthermore, the vehicle can be effectively identified in the region of interest using the trained network.
Test results show that the vehicle detection method based on multifeature extraction and recognition method based on RBF network have stable performance and high recognition accuracy.
American Psychological Association (APA)
Chen, Xuewen& Chen, Huaqing& Xu, Huan. 2020. Vehicle Detection Based on Multifeature Extraction and Recognition Adopting RBF Neural Network on ADAS System. Complexity،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1144826
Modern Language Association (MLA)
Chen, Xuewen…[et al.]. Vehicle Detection Based on Multifeature Extraction and Recognition Adopting RBF Neural Network on ADAS System. Complexity No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1144826
American Medical Association (AMA)
Chen, Xuewen& Chen, Huaqing& Xu, Huan. Vehicle Detection Based on Multifeature Extraction and Recognition Adopting RBF Neural Network on ADAS System. Complexity. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1144826
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1144826