Title :
An iterative reconstruction for tomosynthesis imaging using Non-Local Means
Author :
Ertas, Metin ; Akan, A. ; Yildirim, Isa ; Kamasak, Mustafa
Author_Institution :
Dept. of Electr. & Electron. Eng., Istanbul Univ., Istanbul, Turkey
Abstract :
This paper proposes a new 3D iterative reconstruction method for reducing out-of-focus slice blur in tomosynthesis imaging by combining two powerful denoising methods. The methods used in the reconstruction are based on Total Variation (TV) minimization and Non-Local Means (NLM) filtering. A new method (ART+TV)NLM is introduced by adapting both methods to Algebraic reconstruction technique (ART) which is one of the most commonly used iterative method in limited angle tomographic imaging. Simulations were performed on a designed 3D phantom. The method is shown to be more effective by keeping SNR higher and RMSE values lower compared to the ART and ART+TV reconstructions.
Keywords :
algebra; computerised tomography; filtering theory; image denoising; image reconstruction; medical image processing; (ART+TV)NLM; 3D iterative reconstruction method; 3D phantom; NLM filtering; TV minimization; algebraic reconstruction technique; denoising methods; iterative method; limited angle tomographic imaging; nonlocal means filtering; out-of-focus slice blur reduction; tomosynthesis imaging; total variation minimization; Biomedical imaging; Filtering; Image reconstruction; Minimization; Subspace constraints; TV; Three-dimensional displays; Tomosynthesis; denoising; non-local means; total variation;
Conference_Titel :
Imaging Systems and Techniques (IST), 2014 IEEE International Conference on
Conference_Location :
Santorini
DOI :
10.1109/IST.2014.6958498