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Restoration of medical ultrasound images using two-dimensional homomorphic deconvolution

机译:使用二维同态反卷积恢复医学超声图像

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Describes how two-dimensional (2D) homomorphic deconvolution can be used to improve the lateral and radial resolution of medical ultrasound images recorded by a sector scanner. The recorded radio frequency ultrasound image in polar coordinates is considered as a 2D sequence of angle and depth convolved with a 2D space invariant point-spread function (PSF). Each polar coordinate sequence is transformed into the 2D complex cepstrum domain using the fast Fourier transform for Cartesian coordinates. The low-angle and low-depth portion of this sequence is taken as an estimate of the complex cepstrum representation of the PSF. It is transformed back to the Fourier frequency domain and is used to compute the deconvolved angle and depth sequence by 2D Wiener filtering. Two-dimensional homomorphic deconvolution produced substantial improvement in the resolution of B-mode images of a tissue-mimicking phantom in vitro and of several human tissues in vivo. It was better than lateral or radial homomorphic deconvolution alone, and better than 2D Wiener filtering with a PSF recorded in vitro.
机译:描述如何使用二维(2D)同态反卷积来改善扇形扫描仪记录的医学超声图像的横向和径向分辨率。极坐标中记录的射频超声图像被视为与2D空间不变点扩展函数(PSF)卷积的角度和深度的2D序列。使用用于笛卡尔坐标的快速傅立叶变换,将每个极坐标序列转换为2D复杂倒谱域。该序列的低角度和低深度部分被视为PSF的复杂倒频谱表示的估计。它被变换回傅立叶频域,并用于通过二维维纳滤波来计算去卷积的角度和深度序列。二维同态反褶积在模拟组织幻象的体外B模式图像和体内几种人体组织的B模式图像分辨率方面产生了显着改善。它比单独的横向或径向同态反褶积更好,并且优于在体外记录的带有PSF的2维维纳滤波。

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