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
相关论文
共 50 条
  • [21] Fusion of radar and rain gage measurements for an accurate estimation of rainfall
    Matsoukas, C
    Islam, S
    Kothari, R
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1999, 104 (D24) : 31437 - 31450
  • [22] Improved association of ESM measurements with radar tracks
    Wang, GH
    He, Y
    Gao, ZY
    Liu, YJ
    RADAR 97, 1997, (449): : 648 - 652
  • [23] ASSOCIATION OF DF BEARING MEASUREMENTS WITH RADAR TRACKS
    TRUNK, GV
    WILSON, JD
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1987, 23 (04) : 438 - 447
  • [24] Bayesian Classification of Nonmeteorological Targets in Polarimetric Doppler Radar Measurements
    Makinen, Terhi
    Ritvanen, Jenna
    Pulkkinen, Seppo
    Weisshaupt, Nadja
    Koistinen, Jarmo
    JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2022, 39 (10) : 1561 - 1578
  • [25] RCS Measurements and Predictions of different Targets for Radar Benchmark Purpose
    Fernandez-Recio, R.
    Jurado-Lucena, A.
    Errasti-Alcala, B.
    Poyatos-Martinez, D.
    Escot-Bocanegra, D.
    Montiel-Sanchez, I.
    ICEAA: 2009 INTERNATIONAL CONFERENCE ON ELECTROMAGNETICS IN ADVANCED APPLICATIONS, VOLS 1 AND 2, 2009, : 443 - 446
  • [26] First in-situ measurements of HF radar echoing targets
    Moen, J.
    Oksavik, K.
    Abe, T.
    Lester, M.
    Saito, Y.
    Bekkeng, T. A.
    Jacobsen, K. S.
    GEOPHYSICAL RESEARCH LETTERS, 2012, 39
  • [27] A Framework for Using Radar Measurements of Unknown Targets in Hierarchical Classification
    Ruotsalainen, Marja
    Perala, Henna
    Vaila, Minna
    Jylha, Juha
    Kauhanen, Mikko
    2019 22ND INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION 2019), 2019,
  • [29] Managing redundant visual measurements for accurate pose tracking
    Lippiello, V
    Villani, L
    ROBOTICA, 2003, 21 (05) : 511 - 519
  • [30] Accurate Recovery of Internet Traffic Data Under Dynamic Measurements
    Xie, Kun
    Peng, Can
    Wang, Xin
    Xie, Gaogang
    Wen, Jigang
    IEEE INFOCOM 2017 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS, 2017,