3D prostate segmentation from MRI images using modified rotational slice-based level set with non-uniform contour shrinking

J. Liew, W. Xiong, Ying Gu, Jierong Cheng, S. Ong
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引用次数: 0

Abstract

Accurate prostate segmentation of 3D prostate images of different modalities plays a key role in image-guided biopsy and therapy of prostate cancer. Recently, an efficient rotational slice-based approach was proposed for transrectal ultrasound (TRUS) images, and accurate results were achieved. When we applied this method to MR images, we encountered several problems, including accumulation of error, and non-convergence due to absence of data. In this paper, we improved this work by proposing a modified rotational volume slicing method with a non-uniform contour shrinking mechanism, which gave better accuracy and robustness for 3D MRI prostate segmentation. The numerical experimental results demonstrated that the proposed method outperformed the original rotational slice-based approach.
采用非均匀轮廓收缩的改进旋转切片水平集对MRI图像进行前列腺三维分割
对不同形态的三维前列腺图像进行准确的分割,在图像引导下的前列腺癌活检和治疗中起着关键作用。近年来,一种有效的基于旋转切片的方法被提出用于经直肠超声(TRUS)图像,并获得了准确的结果。当我们将该方法应用于MR图像时,我们遇到了几个问题,包括误差的积累,以及由于缺乏数据而导致的不收敛。在本文中,我们改进了这一工作,提出了一种改进的旋转体积切片方法,该方法具有非均匀轮廓收缩机制,为3D MRI前列腺分割提供了更好的准确性和鲁棒性。数值实验结果表明,该方法优于原基于旋转切片的方法。
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