Title :
HEAD: The Human Encephalon Automatic Delimiter
Author :
Balan, Andre G R ; Traina, Caetano, Jr. ; Ribeiro, Marcela X. ; Marques, Paulo M A ; Traina, Caetano
Author_Institution :
Univ. of Sao Paulo, Sao Carlos
Abstract :
In this paper we present HEAD, the Human Encephalon Automatic Delimiter, a new and efficient method for skull-stripping in T1-weighted MRI that combines an unique histogram analysis with binary mathematical morphology. In our experiments we use real images with highly variable noise ratios and intensity non-uniformity. We evaluate our results based on manually generated true masks and the well known Jaccard metric, achieving accuracy close to 99%. We compare our method with the popular Brain Extractor Surface algorithm (BSE), which in the same experiments achieved less than 95% of accuracy.
Keywords :
biomedical MRI; brain; Brain Extractor Surface algorithm comparison; HEAD; Jaccard metric; T1-weighted MRI; binary mathematical morphology; histogram analysis; human encephalon automatic delimiter; skull stripping; Alzheimer´s disease; Biomedical imaging; Head; Histograms; Humans; Image edge detection; Lesions; Magnetic resonance imaging; Signal to noise ratio; Surface morphology;
Conference_Titel :
Computer-Based Medical Systems, 2007. CBMS '07. Twentieth IEEE International Symposium on
Conference_Location :
Maribor
Print_ISBN :
0-7695-2905-4
DOI :
10.1109/CBMS.2007.54