A Nonrigid Registration of MR Breast Images Using Complex-valued Wavelet Transform |
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Authors: | L. Mainardi K. M. Passera A. Lucesoli D. Vergnaghi G. Trecate E. Setti R. Musumeci S. Cerutti |
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Affiliation: | (1) Department of Biomedical Engineering, Polytechnic University of Milan, Piazza Leonardo da Vinci 32, 20133 Milan, Italy;(2) Department of Electromagnetism and Bioengineering, Marche Polytechnic University, Ancona, Italy;(3) Laboratory of Advanced Radiological Image Analysis (LARA), Milano, Italy;(4) Department of Imaging Diagnosis and Radiotherapy, National Cancer Institute of Milan, Milan, Italy |
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Abstract: | In this paper, a fast, slice-by-slice, nonrigid registration algorithm of dynamic magnetic resonance breast images is presented. The method is based on a multiresolution motion estimation of the breast using complex discrete wavelet transform (CDWT): the pyramid of oriented complex subimages is used to implement a hierarchical phase-matching-based motion estimation algorithm. The resulting motion estimate is nonrigid and pixel-independent. To assess the method performance, we computed the correlation coefficient and the normalized mutual information between pre- and postcontrast images with and without realignment. The indices increased after using our approach and the improvement was superior to rigid or affine registration. A set of clinical scores was also evaluated. The clinical validation demonstrated an increased readability in the subtraction images. In particular, CDWT registration allowed a best definition of breast and lesion borders and greater detail detectability. |
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Keywords: | Breast magnetic resonance contrast agent registration algorithm nonrigid wavelet transform |
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