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Interpolation for 3D object reconstruction using wavelet transforms

机译:使用小波变换的3D对象重建插值

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Abstract: Three dimensional (3D) object reconstruction from a series of cross sectional images has found many applications, such as computer vision, medical imaging. In this paper, we proposed a wavelet based interpolation for 3D reconstruction. In this scheme, a contour signal of interested object is decomposed by using multiresolution wavelet bases. The length of a 'filled' contours is first estimated from the two lengths of a coarsest scales of the two adjacent slices, refined by the lengths of the finer scales. The interslice contour estimation is obtained by the inverse wavelet transform. A series of CT liver images is used to test the performance of our method. Experiments show that our method can obtain satisfactory reconstruction surface. The advantages of our method are (i) no need of feature matching, which is a time consuming process and usually result in false matching results and (ii) fast algorithms for wavelet transforms can be implemented. Thus, our method is not only reliable for practical images but also computationally efficient.!22
机译:摘要:从一系列横截面图像中重建三维(3D)对象已发现了许多应用,例如计算机视觉,医学成像。在本文中,我们提出了一种基于小波的插值法进行3D重建。在该方案中,通过使用多分辨率小波基分解感兴趣物体的轮廓信号。 “填充”轮廓的长度首先从两个相邻切片的最粗刻度的两个长度估算,再由较细刻度的长度精炼。层间轮廓估计是通过逆小波变换获得的。一系列CT肝脏图像用于测试我们方法的性能。实验表明,我们的方法可以获得满意的重建表面。我们方法的优点是(i)不需要特征匹配,这是一个耗时的过程,通常会导致错误的匹配结果,并且(ii)可以实现用于小波变换的快速算法。因此,我们的方法不仅对实际图像可靠,而且计算效率高。22

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