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Extending Reliability of mmWave Radar Tracking and Detection via Fusion With Camera

Authors :
Renyuan Zhang
Siyang Cao
Source :
IEEE Access, Vol 7, Pp 137065-137079 (2019)
Publication Year :
2019
Publisher :
IEEE, 2019.

Abstract

In this paper, a new radar-camera fusion system is presented. The fusion system takes into consideration the error bounds of the two different coordinate systems from the heterogeneous sensors, and further a new fusion-extended Kalman filter is utilized to adapt to the heterogeneous sensors. Real-world application considerations such as asynchronous sensors, multi-target tracking and association are also studied and illustrated in this paper. Experimental results demonstrated that the proposed fusion system can realize a range accuracy of 0.29m with an angular accuracy of 0.013rad in real-time. Therefore, the proposed fusion system is effective, reliable and computationally efficient for real-time kinematic fusion applications.

Details

Language :
English
ISSN :
21693536
Volume :
7
Database :
Directory of Open Access Journals
Journal :
IEEE Access
Publication Type :
Academic Journal
Accession number :
edsdoj.5b6be5ab374b4b4dba3b75406c2430d9
Document Type :
article
Full Text :
https://doi.org/10.1109/ACCESS.2019.2942382