TY - JOUR
T1 - Tracking algorithm with adaptive bandwidth of kernel function for UAV autonomous aerial refueling
AU - Wang, Zhuo Ya
AU - Qu, Yaohong
AU - Wu, Jiaju
AU - Xiao, Bing
AU - Yan, Jianguo
N1 - Publisher Copyright:
© The Authors, published by EDP Sciences, 2017.
PY - 2017/12/5
Y1 - 2017/12/5
N2 - The use of machine vision to track the receiver aircraft's receptacle is one of the key steps in automated aerial refueling. Traditional Meanshift tracking algorithm's kernel bandwidth is fixed, when the target size changes, it will produce with the bias even with the loss of the situation. Aiming at this problem, this paper proposes a kernel bandwidth adaptive algorithm based on corner matching. First, use backward tracking method to amend the core window center. Then according to the Harris algorithm to detect the corner, use small-scale approach for the two points between frames to match and regression analysis, namely determine the update parameters of nuclear window width. Experiments show that the algorithm can track the target accurately when the size of tracking target change, and the kernel window width can be better suited to the target size.
AB - The use of machine vision to track the receiver aircraft's receptacle is one of the key steps in automated aerial refueling. Traditional Meanshift tracking algorithm's kernel bandwidth is fixed, when the target size changes, it will produce with the bias even with the loss of the situation. Aiming at this problem, this paper proposes a kernel bandwidth adaptive algorithm based on corner matching. First, use backward tracking method to amend the core window center. Then according to the Harris algorithm to detect the corner, use small-scale approach for the two points between frames to match and regression analysis, namely determine the update parameters of nuclear window width. Experiments show that the algorithm can track the target accurately when the size of tracking target change, and the kernel window width can be better suited to the target size.
KW - Aerial refueling
KW - Corner matching
KW - Kernel bandwidth adaptive algorithm
KW - Meanshift
UR - http://www.scopus.com/inward/record.url?scp=85039436293&partnerID=8YFLogxK
U2 - 10.1051/matecconf/201713900057
DO - 10.1051/matecconf/201713900057
M3 - 会议文章
AN - SCOPUS:85039436293
SN - 2261-236X
VL - 139
JO - MATEC Web of Conferences
JF - MATEC Web of Conferences
M1 - 00057
T2 - 3rd International Conference on Mechanical, Electronic and Information Technology Engineering, ICMITE 2017
Y2 - 16 December 2017 through 17 December 2017
ER -