Multiclassifier fusion in human brain MR segmentation: Modelling convergence

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

Volumn 4191 LNCS - II, Issue , 2006, Pages 815-822

  Heckemann, Rolf A ^a   Hajnal, Joseph V ^a   Aljabar, Paul ^b   Rueckert, Daniel ^b   Hammers, Alexander ^a  

^a HAMMERSMITH HOSPITAL   (United Kingdom)

^b IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; COMPUTER SIMULATION; CONVERGENCE OF NUMERICAL METHODS; MAGNETIC RESONANCE IMAGING; MATHEMATICAL MODELS; NEUROLOGY;

CROSS-VALIDATION STUDIES; INPUT SEGMENTATIONS; MULTICLASSIFIER FUSION; PROPAGATED LABEL VOLUMES;

IMAGE SEGMENTATION;

ADULT; ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; BRAIN; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; EVALUATION; FEMALE; HISTOLOGY; HUMAN; IMAGE ENHANCEMENT; IMAGE SUBTRACTION; MALE; METHODOLOGY; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; THREE DIMENSIONAL IMAGING;

ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; BRAIN; COMPUTER SIMULATION; FEMALE; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; IMAGING, THREE-DIMENSIONAL; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; MODELS, NEUROLOGICAL; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SUBTRACTION TECHNIQUE;

EID: 79551689844     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11866763_100     Document Type: Conference Paper

References (13)

1. Svarer, C., Madsen, K., Hasselbalch, S.G., Pinborg, L.H., Haugbol, S., Frokjaer, V.G., Holm, S., Paulson, O.B., Knudsen, G.M.: MR-based automatic delineation of volumes of interest in human brain PET images using probability maps. Neuroimage 24(4) (2005) 969-979
2. Iosifescu, D.V., Shenton, M.E., Warfield, S.K., Kikinis, R., Dengler, J., Jolesz, F.A., Mccarley, R.W.: An automated registration algorithm for measuring MRI subcortical brain structures. Neuroimage 6(1) (1997) 13-25
3. Fischl, B., Salat, D.H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., van der Kouwe, A., Killiany, R., Kennedy, D., Klaveness, S., Montillo, A., Makris, N., Rosen, B., Dale, A.M.: Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain. Neuron 33(3) (2002) 341-355
4. Kittler, J., Hatef, M., Duin, R.P.W., Matas, J.: On combining classifiers. IEEE Trans Pattern Analysis and Machine Intelligence 20(3) (1998) 226-239
5. Rohlfing, T., Brandt, R., Menzel, R., Maurer, C.R.: Evaluation of atlas selection strategies for atlas-based image segmentation with application to confocal microscopy images of bee brains. Neuroimage 21(4) (2004) 1428-1442
6. Klein, A., Mensh, B., Ghosh, S., Tourville, J., Hirsch, J.: Mindboggle: Automated brain labeling with multiple atlases. BMC Med Imaging 5(1) (2005)
7. Warfield, S.K., Zou, K.H., Wells, W.M.: Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans Med Imaging 23(7) (2004) 903-921
8. Rohlfing, T., Russakoff, D.B., Maurer, C.R.: Performance-based classifier combination in atlas-based image segmentation using expectation-maximization parameter estimation. IEEE Trans Med Imaging 23(8) (2004) 983-994
9. Hammers, A., Allom, R., Koepp, M.J., Free, S.L., Myers, R., Lemieux, L., Mitchell, T.N., Brooks, D.J., Duncan, J.S.: Three-dimensional maximum probability atlas of the human brain, with particular reference to the temporal lobe. Hum Brain Mapp 19(4) (2003) 224-247
10. Smith, S.M., Jenkinson, M., Woolrich, M.W., Beckmann, C.F., Behrens, T.E., Berg, J.H., Bannister, P.R., De Luca, M., Drobnjak, I., Flitney, D.E., Niazy, R.K., Saunders, J., Vickers, J., Zhang, Y., De Stefano, N., Brady, J.M., Matthews, P.M.: Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage 23 Suppl 1 (2004)
11. Studholme, C., Hill, D.L.G., Hawkes, D.J.: An overlap invariant entropy measure of 3D medical image alignment. Pattern Recognition 32(1) (1999) 71-86
12. Rueckert, D., Sonoda, L.I., Hayes, C., Hill, D.L., Leach, M.O., Hawkes, D.J.: Non-rigid registration using free-form deformations: application to breast MR images. IEEE Trans Med Imaging 18(8) (1999) 712-721
13. Zijdenbos, A.P., Dawant, B.M., Margolin, R.A., Palmer, A.C.: Morphometric analysis of white matter lesions in MR images: method and validation. IEEE Trans Med Imaging 13(4) (1994)