Title :
Non-uniformity correction using cosine functions basis and total variation constraint
Author :
Azzabou, N. ; de Sousa, P. Loureiro ; Carlier, P.G.
Abstract :
In this paper we introduce a new non-uniformity correction technique for receiver dependent intensity fluctuations in NMR images. Our method was designed for lower limb images, particularly those acquired in the context of muscular dystrophy studies . The new approach was motivated by the fact that in pathological cases we cannot make assumption about the characteristics of the various tissues in the image, which is a prerequisite and a main limitation for the numerous techniques proposed in the literature. In this work we considered a parametric model for the non-uniformity field based on combination of cosine functions. The estimation of the parameters was done by minimizing a cost function that reduces the variance in the subcutaneous fat as well as the total variation of the non-uniformity function. Experimental results were promising and showed the efficiency of the proposed approach.
Keywords :
biomedical MRI; diseases; minimum entropy methods; muscle; physiological models; NMR images; cosine functions basis; entropy minimization; lower limb images; muscular dystrophy studies; nonuniformity correction; parametric model; pathological cases; receiver dependent intensity fluctuations; tissues; total variation constraint; variance; Design methodology; Entropy; Image analysis; Laboratories; Magnetic resonance imaging; Muscles; Nuclear magnetic resonance; Pathology; Polynomials; Spline; Cosine basis; Non-Uniformity; Total variation;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490068