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Brain tumor extraction from MRI image using mathematical morphological reconstruction

机译:使用数学形态学重建从MRI图像中提取脑肿瘤

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This paper describes an approach based on mathematical morphological reconstruction for extraction of a tumor from labeled brain magnetic resonance imaging (MRI) images affected by impulse noise. As a part of pre-processing, global thresholding technique is applied on the input MRI image. Afterward, mathematical morphological reconstruction operation segments a brain tumor from the processed image. Algorithm is further modified for non-uniform intensity regions of the brain tumor. Optionally, mathematical morphological operator is utilized to remove pepper noise if presents in tumor region. Finally, tumor region is extracted using resultant image and input MRI image. Experimental results show the proposed method effectively extracts a brain tumor from noisy labeled MRI images.
机译:本文介绍了一种基于数学形态重构的方法,该方法可从受脉冲噪声影响的标记脑磁共振成像(MRI)图像中提取肿瘤。作为预处理的一部分,将全局阈值化技术应用于输入的MRI图像。之后,数学形态重建操作从处理后的图像中分割出脑瘤。针对脑肿瘤的不均匀强度区域进一步修改了算法。任选地,如果存在于肿瘤区域中,则利用数学形态学算子去除胡椒噪声。最后,使用结果图像和输入的MRI图像提取肿瘤区域。实验结果表明,该方法可有效地从嘈杂的MRI图像中提取脑肿瘤。

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