Title :
Bhattacharyya median of symmetric positive-definite matrices and application to the denoising of diffusion-tensor fields
Author :
Charfi, Malek ; Chebbi, Zeineb ; Moakher, Maher ; Vemuri, Baba C.
Author_Institution :
Tunisia Polytech. Sch., Univ. of Carthage, La Marsa, Tunisia
Abstract :
In this paper, we present algorithms for the computation of the median of a set of symmetric positive-definite matrices using different distances/divergences. The novelty of this paper lies in the median computation using the Bhattacharya distance on diffusion tensors. The numerical computation of the median is achieved using the gradient descent algorithm and the fixed point algorithm. We present an application namely, one of denoising tensor-valued data using median filters constructed using several distance/divergences and compare their performance.
Keywords :
biodiffusion; biomedical MRI; image denoising; median filters; medical image processing; tensors; Bhattacharyya median; MRI; diffusion-tensor field denoising; fixed point algorithm; gradient descent algorithm; median filters; symmetric positive-definite matrices; Biomedical imaging; Measurement; Noise reduction; Robustness; Signal processing algorithms; Symmetric matrices; Tensile stress; Bhattacharyya median; Log-Euclidean median; Riemannian median;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556702