Title :
X-ray CT metal artifact reduction using wavelets: an application for imaging total hip prostheses
Author :
Zhao, Shiying ; Robeltson, D.D. ; Wang, Ge ; Whiting, Bruce ; Bae, Kyongtae T.
Author_Institution :
Dept. of Math. and Comput. Sci., Missouri Univ., St. Louis, MO, USA
Abstract :
Traditional computed tomography (CT) reconstructions of total joint prostheses are limited by metal artifacts from corrupted projection data. Published metal artifact reduction methods are based on the assumption that severe attenuation of X-rays by prostheses renders corresponding portions of projection data unavailable, hence the "missing" data are either avoided (in iterative reconstruction) or interpolated (in filtered back-projection with data completion; typically, with filling data "gaps" via linear functions). Here, the authors propose a wavelet-based multiresolution analysis method for metal artifact reduction, in which information is extracted from corrupted projection data. The wavelet method improves image quality by a successive interpolation in the wavelet domain. Theoretical analysis and experimental results demonstrate that the metal artifacts due to both photon starving and beam hardening can be effectively suppressed using the authors\´ method. As compared to the filtered back-projection after linear interpolation, the wavelet-based reconstruction is significantly more accurate for depiction of anatomical structures, especially in the immediate neighborhood of the prostheses. This superior imaging precision is highly advantageous in geometric modeling for fitting hip prostheses.
Keywords :
computerised tomography; interpolation; medical image processing; orthopaedics; prosthetics; wavelet transforms; X-ray CT metal artifact reduction; anatomical structures; beam hardening; corrupted projection data; data completion; image quality; photon starving; severe X-ray attenuation; successive interpolation; total hip prostheses imaging; wavelet-based multiresolution analysis method; Attenuation; Computed tomography; Hip; Image reconstruction; Interpolation; Nonlinear filters; Optical imaging; Prosthetics; Wavelet domain; X-ray imaging; Artifacts; Hip Prosthesis; Humans; Metals; Phantoms, Imaging; Radiographic Image Enhancement; Tomography, X-Ray Computed;
Journal_Title :
Medical Imaging, IEEE Transactions on