Airport Detection for Fixed-Wing Unmanned Aerial Vehicle Landing Using a Hierarchical Architecture

被引:8
|
作者
Hu, Yunqiang [1 ]
Cao, Yunfeng [2 ]
Ding, Meng [3 ]
Zhuang, Likui [2 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Automat Engn, Nanjing 210016, Jiangsu, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Coll Astronaut, Nanjing 210016, Jiangsu, Peoples R China
[3] Nanjing Univ Aeronaut & Astronaut, Coll Civil Aviat, Nanjing 210016, Jiangsu, Peoples R China
来源
关键词
REMOTE-SENSING IMAGES; RUNWAY EXTRACTION; RECOGNITION; SALIENCY;
D O I
10.2514/1.I010615
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Airport detection plays an important role in vision-based fixed-wing unmanned aerial vehicle landing. A large amount of image analysis is required for vision-based detection. This paper addresses the efficiency and difficulty of airport detection in the initial stage of landing. A hierarchical architecture and a decision criterion are proposed to quickly locate candidate airport regions. Then. the spatial-pyramid matching using sparse coding algorithm is used to obtain a more discriminative feature map representation of airports. A linear support vector machine is employed to recognize potential airports from feature maps. Several experiments are conducted to test the robustness and efficiency of the proposed algorithm. Promising results are obtained under challenging backgrounds and different weather conditions.
引用
收藏
页码:214 / 223
页数:10
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