Fractal dimension computation with the Parzon window and its application in target detection
Wang LD(王立地); Shi ZL(史泽林); Huang SB(黄莎白)
2005
会议名称Conference on Visual Communications and Image Processing 2005
会议日期July 12-15, 2005
会议地点Beijing, China
关键词fractal Parzon window target detection natural background
页码937-943
中文摘要The automatic target detection under natural backgrounds is an important topic in the field of automatic target recognition. Fractal dimension is generally related to the roughness of the surface. The fractal dimension of the man-made object is usually lower than the background's because mostly it is smoother than natural background. This feature can be used to detect the target automatically. In the computing of the fractal dimension, the irregular values often appear at the boundary of the different textures in the image. This phenomenon can be called 'edge effect'. It may result in the difficulty in the followed image processing such as thresholding and cluster segmentation. The main reason of the edge effect is the same contribution of the every pixel in the neighborhood of the pixel where the fractal dimension being calculated. In this paper, in order to weaken the 'edge effect' in the fractal dimension computation, a 2-D Parzon window is designed. The accuracy of fractal dimension calculated after multiplied by the Parzon window is discussed, and a new algorithm is proposed to apply in the automatic target detection. The proposed automatic target detection algorithm is adopted in the experiments in images under complex land or sea backgrounds. The correctly detection rate is above 95%. The robust of this algorithm is represented in the cases of the variety of the light, rotation, size changing and occlusion of the target.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者Microsoft Res Asia, Tsinghua Univ, Natl Nat Sci Fdn China, Chinese Acad Sci, Inst Comp Technol, SPIE, IEEE Circuits & Syst Soc, DoCoMo Commun Labs USA Inc, Ricoh Co Ltd
会议录Visual Communications and Image Processing 2005, Pts 1-4
会议录出版者SPIE-INT SOC OPTICAL ENGINEERING
会议录出版地BELLINGHAM
语种英语
ISSN号0277-786X
ISBN号0-8194-5976-3
WOS记录号WOS:000232176401033
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/7982]  
专题沈阳自动化研究所_光电信息技术研究室
推荐引用方式
GB/T 7714
Wang LD,Shi ZL,Huang SB. Fractal dimension computation with the Parzon window and its application in target detection[C]. 见:Conference on Visual Communications and Image Processing 2005. Beijing, China. July 12-15, 2005.
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