Learning-based meta-algorithm for MRI brain extraction

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6893 LNCS, Issue PART 3, 2011, Pages 313-321

  Shi, Feng ^a   Wang, Li ^a   Gilmore, John H ^b   Lin, Weili ^b   Shen, Dinggang ^a  

^a UNIVERSITY OF NORTH CAROLINA   (United States)

^b UNIVERSITY OF NORTH CAROLINA SCHOOL OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN EXTRACTION; CROSS VALIDATION; EFFECTIVE PARAMETERS; FUSION METHODS; JACCARD INDEX; LEVEL SETS; NONLINEAR REGISTRATION; PARAMETER COMBINATION; REGION OF INTEREST; SMOOTH SURFACE; TEMPLATE LIBRARIES; TEMPLATE SELECTION; TISSUE SEGMENTATION; TRAINING DATA;

BLIND SOURCE SEPARATION; COMPUTATIONAL COMPLEXITY; COMPUTER AIDED INSTRUCTION; IMAGE SEGMENTATION; MAGNETIC RESONANCE IMAGING; MEDICAL COMPUTING; MEDICAL IMAGING; TISSUE;

LEARNING ALGORITHMS;

AGED; ALGORITHM; ALZHEIMER DISEASE; ARTICLE; AUTOMATED PATTERN RECOGNITION; BRAIN; BRAIN MAPPING; COGNITIVE DEFECT; DIAGNOSTIC IMAGING; HUMAN; IMAGE PROCESSING; LEARNING; METHODOLOGY; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOLOGY;

AGED; AGED, 80 AND OVER; ALGORITHMS; ALZHEIMER DISEASE; BRAIN; BRAIN MAPPING; COGNITION DISORDERS; DIAGNOSTIC IMAGING; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LEARNING; MAGNETIC RESONANCE IMAGING; MIDDLE AGED; PATTERN RECOGNITION, AUTOMATED;

EID: 80053493942     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-23626-6_39     Document Type: Conference Paper

References (11)

1. Shattuck, D.W., Leahy, R.M.: Automated graph-based analysis and correction of cortical volume topology. IEEE Trans. Med. Imaging 20(11), 1167-1177 (2001)
2. Smith, S.M.: Fast robust automated brain extraction. Hum. Brain Mapp. 17(3), 143-155 (2002)
3. Fennema-Notestine, C., Ozyurt, I.B., Clark, C.P., Morris, S., Bischoff-Grethe, A., Bondi, M.W., Jernigan, T.L., Fischl, B., Segonne, F., Shattuck, D.W.: Quantitative evaluation of automated skull-stripping methods applied to contemporary and legacy images: effects of diagnosis, bias correction, and slice location. Hum. Brain Mapp. 27(2), 99-113 (2006)
4. Leung, K.K., Barnes, J., Modat, M., Ridgway, G.R., Bartlett, J.W., Fox, N.C., Ourselin, S.: Brain MAPS: An automated, accurate and robust brain extraction technique using a template library. NeuroImage 55(3), 1091-1108 (2010)
5. Weisenfeld, N.I., Warfield, S.K.: Automatic segmentation of newborn brain MRI. Neuroimage 47(2), 564-572 (2009)
6. Leung, K.K., Barnes, J., Ridgway, G.R., Bartlett, J.W., Clarkson, M.J., Macdonald, K., Schuff, N., Fox, N.C., Ourselin, S.: Automated cross-sectional and longitudinal hippocampal volume measurement in mild cognitive impairment and Alzheimer's disease. NeuroImage 51(4), 1345-1359 (2010)
7. Sled, J.G., Zijdenbos, A.P., Evans, A.C.: A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans. Med. Imaging 17(1), 87-97 (1998)
8. Rex, D.E., Shattuck, D.W., Woods, R.P., Narr, K.L., Luders, E., Rehm, K., Stolzner, S.E., Rottenberg, D.A., Toga, A.W.: A meta-algorithm for brain extraction in MRI. NeuroImage 23(2), 625-637 (2004)
9. Mazziotta, J.C., Toga, A.W., Evans, A., Fox, P., Lancaster, J.: A probabilistic atlas of the human brain: theory and rationale for its development. Neuroimage 2(2), 89-101 (1995)
10. Frey, B.J., Dueck, D.: Clustering by passing messages between data points. Science 315(5814), 972-976 (2007)
11. Chan, T.F., Vese, L.A.: Active contours without edges. IEEE Trans. Image Process. 10(2), 266-277 (2001)