Multiscale differential fractal feature with application to target detection
Shi ZL(史泽林); Wei Y(魏颖); Huang SB(黄莎白)
2004
会议名称Conference on Acquisition, Tracking, and Pointing XVIII
会议日期April 14-14, 2004
会议地点Orlando, FL
关键词image recognition target detection fractal feature gray histogram analysis
页码165-172
中文摘要A multiscale differential fractal feature of an image is proposed and a small target detection method from complex nature clutter is presented. Considering the speciality that the fractal features of man-made objects change much more violently than that of nature's when the scale is varied, fractal features at multiple scales used for distinguishing man-made target from nature clutter should have more advantages over standard fractal dimensions. Multiscale differential fractal dimensions are deduced from typical fractal model and standard covering-blanket method is improved and used to estimate multiscale fractal dimensions. A multiscale differential fractal feature is defined as the variation of fractal dimensions between two scales at a rational scale range. It can stand out the fractal feature of man-made object from natural clutters much better than the fractal dimension by standard covering-blanket method. Meanwhile, the calculation and the storage amount are reduced greatly, they are 4/M and 2/M that of the standard covering-blanket method respectively (M is scale). In the image of multiscale differential fractal feature, local gray histogram statistical method is used for target detection. Experiment results indicate that this method is suitable for both kinds background of land and sea. It also can be appropriate in both kinds of infrared and TV images, and can detect small targets from a single frame correctly. This method is with high speed and is easy to be implemented.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者SPIE
会议录ACQUISITION, TRACKING, AND POINTING XVIII
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0-8194-5353-6
WOS记录号WOS:000223369500016
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/7998]  
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
Shi ZL,Wei Y,Huang SB. Multiscale differential fractal feature with application to target detection[C]. 见:Conference on Acquisition, Tracking, and Pointing XVIII. Orlando, FL. April 14-14, 2004.
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