Title :
Suppression of Metal Artifacts in CT Using a Reconstruction Procedure That Combines MAP and Projection Completion
Author :
Lemmens, Catherine ; Faul, David ; Nuyts, Johan
Author_Institution :
Dept. of Nucl. Med., K.U. Leuven, Leuven
Abstract :
Metal implants such as hip prostheses and dental fillings produce streak and star artifacts in the reconstructed computed tomography (CT) images. Due to these artifacts, the CT image may not be diagnostically usable. A new reconstruction procedure is proposed that reduces the streak artifacts and that might improve the diagnostic value of the CT images. The procedure starts with a maximum a posteriori (MAP) reconstruction using an iterative reconstruction algorithm and a multimodal prior. This produces an artifact-free constrained image. This constrained image is the basis for an image-based projection completion procedure. The algorithm was validated on simulations, phantom and patient data, and compared with other metal artifact reduction algorithms.
Keywords :
computerised tomography; image reconstruction; iterative methods; maximum likelihood estimation; medical image processing; CT metallic artifact suppression; CT reconstruction procedure; MAP; artifact free constrained image; artifact reduction algorithm; computed tomography image; iterative reconstruction algorithm; maximum a posteriori reconstruction; metallic implants; multimodal prior; projection completion; reconstructed CT image star artifacts; reconstructed CT image streak artifacts; Computed tomography; Dentistry; Filling; Hip; Image reconstruction; Imaging phantoms; Implants; Iterative algorithms; Prosthetics; Reconstruction algorithms; CT reconstruction; Computed tomography (CT) reconstruction; iterative reconstruction; metal artifact; projection completion; Algorithms; Artifacts; Computer Simulation; Dental Restoration, Permanent; Hip Prosthesis; Humans; Image Processing, Computer-Assisted; Markov Chains; Metals; Phantoms, Imaging; Prostheses and Implants; Reproducibility of Results; Tomography, X-Ray Computed;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2008.929103