Accurate Radar Measurements Association with Visual Targets in Traffic Scene

被引:0
|
作者
Wang, Luming [1 ]
Ailiya [1 ]
Yi, Wei [1 ]
Ma, Xiaoxi [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu, Peoples R China
来源
2022 IEEE RADAR CONFERENCE (RADARCONF'22) | 2022年
基金
中国国家自然科学基金;
关键词
association; radar measurements; visual targets; classification; traffic; VEHICLE;
D O I
10.1109/RADARCONF2248738.2022.9763902
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the field of radar and camera fusion to detect targets, the association between the radar measurements and visual targets is one of the important stages. At present, most of the association methods measure the distance between two points and compare the distance with a fixed threshold to determine whether they are associated or not. However, in complex traffic scenes with multiple types of vehicles, the fixed threshold method cannot reach optimal accuracy of association for each type of vehicles. And the threshold of association box size usually is adjusted based on experience, which also makes it difficult to reach optimal accuracy of association. Aiming at the limitations of existing methods, we propose a method that can adaptively adjust the association threshold based on the visual classification results. And the experiment verifies the improvement of the accuracy of the proposed method compared with the fixed threshold method, especially in the scene of multiple types of vehicles.
引用
收藏
页数:6
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