Title :
Unraveling the Compromise between Skull Stripping and Inhomogeneity Correction in 3T MR Images
Author :
Cappabianco, Fabio A M ; De Miranda, Paulo A V ; Ide, Jaime S. ; Yasuda, Clarissa L. ; Falcao, Alexandre X.
Author_Institution :
Inst. de Cienc. e Tecnol., Univ. Fed. de Sao Paulo, Sao Jose dos Campos, Brazil
Abstract :
Bias field (in homogeneity) correction and skull stripping are initial standard procedures in medical image analysis of the human brain. Several works have investigated the effects of prior in homogeneity correction on skull stripping using 1.5 Tesla magnetic resonance (MR) images, but this question remains unanswered for higher magnetic fields. This paper fills this gap using 3 Tesla MR-images, by proposing a novel alternate sequence of skull stripping, morphological operations, in homogeneity correction and intensity standardization, with the first at the beginning and end of the sequence, denominated Iterative Skull Stripping methodology. Conversely to what happens in 1.5T images, experimental evaluation shows that, in 3 Tesla datasets, in homogeneity effect plays an important role in stripping the brain. This observation produces a deep impact on previous and future studies that rely on skull stripping operation.
Keywords :
biomedical MRI; brain; iterative methods; medical image processing; 1.5 Tesla magnetic resonance images; 3T MR Images; bias field correction; denominated iterative skull stripping methodology; homogeneity correction; human brain; inhomogeneity correction; intensity standardization; medical image analysis; morphological operations; novel alternate sequence; Brain Magnetic Resonance Imaging; Inhomogeneity/Bias Correction; Segmentation; Skull Stripping; Standardization;
Conference_Titel :
Graphics, Patterns and Images (SIBGRAPI), 2012 25th SIBGRAPI Conference on
Conference_Location :
Ouro Preto
Print_ISBN :
978-1-4673-2802-9
DOI :
10.1109/SIBGRAPI.2012.10