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基于水平集和先驗信息的農(nóng)業(yè)圖像分割方法
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國家自然科學(xué)基金資助項目(60975007、61003151);中央高?;究蒲袠I(yè)務(wù)費專項資金資助項目(QN2009091)


Segmentation of Agricultural Images Using Level Set and Prior Information
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    摘要:

    提出了一種基于先驗信息的C—V模型并對雜草﹑小麥﹑蘋果進行分割研究。根據(jù)某類農(nóng)業(yè)圖像的特點,把圖像表示為易于分割的模型,提取模型中感興趣目標(biāo)的信息量作為先驗信息,通過H分量得到初始輪廓,并以此初始化提出的模型,迭代求解水平集函數(shù),得到收斂的目標(biāo)輪廓曲線。對雜草﹑小麥﹑蘋果分割結(jié)果統(tǒng)計分割面積正確率為0.999、0.999、0.846,面積錯誤率為0、0、0.125。

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    A C—V model based on level set and prior information was proposed and was applied to segment weed, wheat and apple images. Based on the characteristics of the image, the image was represented by a model which made the image easy to segment at first, and then the data contents of a region of interest in this model were extracted as the prior information. An initial contour by hue was obtained and the proposed model by this contour was initialized, the level set function was iteratively solved. Finally, a stationary-contour was obtained. The correct rates of weed, wheat and apple were 0.999, 0.999 and 0.846 respectively and the error rates were 0, 0 and 0.125 respectively.

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耿楠,于偉,寧紀(jì)鋒.基于水平集和先驗信息的農(nóng)業(yè)圖像分割方法[J].農(nóng)業(yè)機械學(xué)報,2011,42(9):167-172. Geng Nan, Yu Wei, Ning Jifeng. Segmentation of Agricultural Images Using Level Set and Prior Information[J]. Transactions of the Chinese Society for Agricultural Machinery,2011,42(9):167-172.

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