A Novel Method of Aircraft Detection Based on High-Resolution Panchromatic Optical Remote Sensing Images

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所 > 中科院长春光机所知识产出

	A Novel Method of Aircraft Detection Based on High-Resolution Panchromatic Optical Remote Sensing Images
	Wang, W. S.; T. Nie; T. J. Fu; J. Y. Ren and L. X. Jin
刊名	Sensors
	2017
卷号	17 期号:5
英文摘要	In target detection of optical remote sensing images, two main obstacles for aircraft target detection are how to extract the candidates in complex gray-scale-multi background and how to confirm the targets in case the target shapes are deformed, irregular or asymmetric, such as that caused by natural conditions (low signal-to-noise ratio, illumination condition or swaying photographing) and occlusion by surrounding objects (boarding bridge, equipment). To solve these issues, an improved active contours algorithm, namely region-scalable fitting energy based threshold (TRSF), and a corner-convex hull based segmentation algorithm (CCHS) are proposed in this paper. Firstly, the maximal variance between-cluster algorithm (Otsu's algorithm) and region-scalable fitting energy (RSF) algorithm are combined to solve the difficulty of targets extraction in complex and gray-scale-multi backgrounds. Secondly, based on inherent shapes and prominent corners, aircrafts are divided into five fragments by utilizing convex hulls and Harris corner points. Furthermore, a series of new structure features, which describe the proportion of targets part in the fragment to the whole fragment and the proportion of fragment to the whole hull, are identified to judge whether the targets are true or not. Experimental results show that TRSF algorithm could improve extraction accuracy in complex background, and that it is faster than some traditional active contours algorithms. The CCHS is effective to suppress the detection difficulties caused by the irregular shape.
语种	英语
内容类型	期刊论文
源URL	[http://ir.ciomp.ac.cn/handle/181722/59281]
专题	长春光学精密机械与物理研究所_中科院长春光机所知识产出
推荐引用方式 GB/T 7714	Wang, W. S.,T. Nie,T. J. Fu,et al. A Novel Method of Aircraft Detection Based on High-Resolution Panchromatic Optical Remote Sensing Images[J]. Sensors,2017,17(5).
APA	Wang, W. S.,T. Nie,T. J. Fu,&J. Y. Ren and L. X. Jin.(2017).A Novel Method of Aircraft Detection Based on High-Resolution Panchromatic Optical Remote Sensing Images.Sensors,17(5).
MLA	Wang, W. S.,et al."A Novel Method of Aircraft Detection Based on High-Resolution Panchromatic Optical Remote Sensing Images".Sensors 17.5(2017).