Multiscale differential fractal feature with application to target detection | |
Shi ZL(史泽林)![]() ![]() | |
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
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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 | 0-8194-5353-6 |
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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