Fractal dimension computation with the Parzon window and its application in target detection | |
Wang LD(王立地); Shi ZL(史泽林)![]() ![]() | |
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
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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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