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Estimating blur at the brain gray-white matter boundary for FCD detection in MRI.
- Source :
-
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2014; Vol. 2014, pp. 3321-4. - Publication Year :
- 2014
-
Abstract
- Focal cortical dysplasia (FCD) is a frequent cause of epilepsy and can be detected using brain magnetic resonance imaging (MRI). One important MRI feature of FCD lesions is the blurring of the gray-white matter boundary (GWB), previously modelled by the gradient strength. However, in the absence of additional FCD descriptors, current gradient-based methods may yield false positives. Moreover, they do not explicitly quantify the level of blur which prevents from using them directly in the process of automated FCD detection. To improve the detection of FCD lesions displaying blur, we develop a novel algorithm called iterating local searches on neighborhood (ILSN). The novelty is that it measures the width of the blurry region rather than the gradient strength. The performance of our method is compared with the gradient magnitude method using precision and recall measures. The experimental results, tested on MRI data of 8 real FCD patients, indicate that our method has higher ability to correctly identify the FCD blurring than the gradient method.
- Subjects :
- Epilepsy etiology
Epilepsy pathology
False Positive Reactions
Humans
Malformations of Cortical Development complications
Malformations of Cortical Development pathology
White Matter pathology
Algorithms
Brain pathology
Image Interpretation, Computer-Assisted methods
Magnetic Resonance Imaging methods
Malformations of Cortical Development diagnosis
Subjects
Details
- Language :
- English
- ISSN :
- 2694-0604
- Volume :
- 2014
- Database :
- MEDLINE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Publication Type :
- Academic Journal
- Accession number :
- 25570701
- Full Text :
- https://doi.org/10.1109/EMBC.2014.6944333