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多分辨率形态学目标检测

Multiresolution Morphological Object Detection

  • 摘要: 用形态小波变换得到图像的塔式表示,并从最低分辨率到原始分辨率由粗到精地提取目标区域.在每个分辨率上,先应用分水岭变换分割该分辨率下的低频分量(或上一级分辨率得到的标记图),得到一个标记图;再用一个区域搜索策略来更新该标记图.对多类目标的实验结果验证了该算法具有速度快、精度高和对噪声不敏感的优点.

     

    Abstract: First,a pyramid representation of images is created using morphological wavelet transform. Second,a coarse-to-fine analysis scheme is implemented from the lowest-resolution to the ful-l resolution.At each resolution,watershed transform segments the image of the pyramid (or the previously obtained result) to generate a labeled image,which is relabeled by a region searching scheme.Experimental results with various kinds of image data demonstrate the algorithm’s efficiency,precision,and robustness to noise.

     

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