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Erschienen in: Journal of Digital Imaging 1/2008

01.03.2008

A Nonrigid Registration of MR Breast Images Using Complex-valued Wavelet Transform

verfasst von: L. Mainardi, K. M. Passera, A. Lucesoli, D. Vergnaghi, G. Trecate, E. Setti, R. Musumeci, S. Cerutti

Erschienen in: Journal of Imaging Informatics in Medicine | Ausgabe 1/2008

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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.
Literatur
1.
Zurück zum Zitat Irwig L, Houssami N, van Vliet C: New technologies in screening for breast cancer: a systematic review of their accuracy. Br J Cancer 90(11):2118–2122, 2004PubMed Irwig L, Houssami N, van Vliet C: New technologies in screening for breast cancer: a systematic review of their accuracy. Br J Cancer 90(11):2118–2122, 2004PubMed
2.
Zurück zum Zitat Tardivon A, el Khoury C, Thibault F, Meunier M: New developments in breast imaging. Cancer Radiother 8(1):2–8, 2004PubMed Tardivon A, el Khoury C, Thibault F, Meunier M: New developments in breast imaging. Cancer Radiother 8(1):2–8, 2004PubMed
3.
Zurück zum Zitat Hulka CA, Smith BL, Sgroi DC, Tan L, Edmister WB, Semple JP, Campbell T, Kopans DB, Brady TJ, Weisskoff RM: Benign and malignant breast lesions: differentiation with echo-planar MR imaging. Radiology 197:33–38, 1995PubMed Hulka CA, Smith BL, Sgroi DC, Tan L, Edmister WB, Semple JP, Campbell T, Kopans DB, Brady TJ, Weisskoff RM: Benign and malignant breast lesions: differentiation with echo-planar MR imaging. Radiology 197:33–38, 1995PubMed
4.
Zurück zum Zitat Stack JP, Redmond OM, Codd MB, Dervan PA, Ennis JT: Breast disease: tissue characterization with Gd-DTPA enhancement profiles. Radiology 174:491–494, 1990PubMed Stack JP, Redmond OM, Codd MB, Dervan PA, Ennis JT: Breast disease: tissue characterization with Gd-DTPA enhancement profiles. Radiology 174:491–494, 1990PubMed
5.
Zurück zum Zitat Kenney PJ, Sobol WT, Smith JK, Morgan DE: Computed model of gadolinium enhanced MRI of breast disease. Eur J Radiol 24:109–119, 1997PubMedCrossRef Kenney PJ, Sobol WT, Smith JK, Morgan DE: Computed model of gadolinium enhanced MRI of breast disease. Eur J Radiol 24:109–119, 1997PubMedCrossRef
6.
Zurück zum Zitat Pluim JPW, Maintz JBA, Viergever MA: Mutual information based registration of medical images: a survey. IEEE Trans Med Imaging 22(8):986–1004, 2003PubMedCrossRef Pluim JPW, Maintz JBA, Viergever MA: Mutual information based registration of medical images: a survey. IEEE Trans Med Imaging 22(8):986–1004, 2003PubMedCrossRef
7.
Zurück zum Zitat Davis MH, Khotanzad A, Flamig DP, Harms SE: A physic-based coordinate transformation for 3-D image matching. IEEE Trans Med Imaging 16(3):317–328, 1997PubMedCrossRef Davis MH, Khotanzad A, Flamig DP, Harms SE: A physic-based coordinate transformation for 3-D image matching. IEEE Trans Med Imaging 16(3):317–328, 1997PubMedCrossRef
8.
Zurück zum Zitat Hayton PM et al: Analysis of dynamic breast images using a model of contrast enhancement. Med Image Anal 1(3):207–224, 1997PubMedCrossRef Hayton PM et al: Analysis of dynamic breast images using a model of contrast enhancement. Med Image Anal 1(3):207–224, 1997PubMedCrossRef
9.
Zurück zum Zitat Hayton PM, Brady M, Tarassenko L, Moore N: A non-rigid registration algorithm for dynamic breast MR images. Artif Intell 114:125–156, 1999CrossRef Hayton PM, Brady M, Tarassenko L, Moore N: A non-rigid registration algorithm for dynamic breast MR images. Artif Intell 114:125–156, 1999CrossRef
10.
Zurück zum Zitat Rueckert D, Sonoda LI, Hayes C, Hill DLG, Leach MO, Hawkes DJ: Nonrigid registration using free-form deformation: application to breast MR images. IEEE Trans Med Imaging 18:712–721, 1999PubMedCrossRef Rueckert D, Sonoda LI, Hayes C, Hill DLG, Leach MO, Hawkes DJ: Nonrigid registration using free-form deformation: application to breast MR images. IEEE Trans Med Imaging 18:712–721, 1999PubMedCrossRef
11.
Zurück zum Zitat Rohlfing T, Maurer CR Jr: Volume-preserving nonrigid registration of MR breast images using free-form deformation with an incompressibility constraint. IEEE Trans Med Imaging 22(6):730–741, 2003PubMedCrossRef Rohlfing T, Maurer CR Jr: Volume-preserving nonrigid registration of MR breast images using free-form deformation with an incompressibility constraint. IEEE Trans Med Imaging 22(6):730–741, 2003PubMedCrossRef
12.
Zurück zum Zitat Lucht R, Knopp MV, Brix G: Elastic matching of dynamic MR mammographic images. Magn Reson Med 43:9–16, 2000PubMedCrossRef Lucht R, Knopp MV, Brix G: Elastic matching of dynamic MR mammographic images. Magn Reson Med 43:9–16, 2000PubMedCrossRef
13.
Zurück zum Zitat Denton ERE, Sonoda LI, Rueckert D, Rankin SC, Hayes C, Leach MO, Hill DLG, Hawkes DJ: Comparison and evaluation of rigid, affine, and nonrigid registration of breast MR images. J Comput Assist Tomogr 23(5):800–805, 1999PubMedCrossRef Denton ERE, Sonoda LI, Rueckert D, Rankin SC, Hayes C, Leach MO, Hill DLG, Hawkes DJ: Comparison and evaluation of rigid, affine, and nonrigid registration of breast MR images. J Comput Assist Tomogr 23(5):800–805, 1999PubMedCrossRef
14.
Zurück zum Zitat Fleet D, Jepson A, Jenkin M: Phase-based disparity measurement. Computer vision, graphics, and image processing. Image Understanding 53(2):198–210, 1991CrossRef Fleet D, Jepson A, Jenkin M: Phase-based disparity measurement. Computer vision, graphics, and image processing. Image Understanding 53(2):198–210, 1991CrossRef
15.
Zurück zum Zitat Magarey J, Kingsbury N: Motion estimation using a complex-valued wavelet transform. IEEE Trans Signal Process 46(4):1069–1084, 1998CrossRef Magarey J, Kingsbury N: Motion estimation using a complex-valued wavelet transform. IEEE Trans Signal Process 46(4):1069–1084, 1998CrossRef
16.
Zurück zum Zitat Magarey J: Motion estimation using complex wavelets. Ph.D. thesis, University of Cambridge, 1997 Magarey J: Motion estimation using complex wavelets. Ph.D. thesis, University of Cambridge, 1997
Metadaten
Titel
A Nonrigid Registration of MR Breast Images Using Complex-valued Wavelet Transform
verfasst von
L. Mainardi
K. M. Passera
A. Lucesoli
D. Vergnaghi
G. Trecate
E. Setti
R. Musumeci
S. Cerutti
Publikationsdatum
01.03.2008
Verlag
Springer-Verlag
Erschienen in
Journal of Imaging Informatics in Medicine / Ausgabe 1/2008
Print ISSN: 2948-2925
Elektronische ISSN: 2948-2933
DOI
https://doi.org/10.1007/s10278-007-9021-z

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