A new classifier feature space for an improved Multiple Sclerosis lesion segmentation

Proceedings - International Symposium on Biomedical Imaging

Volumn , Issue , 2011, Pages 1492-1495

  Tomas Fernandez, X ^a   Warfield, Simon K ^a  

^a BOSTON CHILDREN S HOSPITAL   (United States)

Author keywords

Magnetic Resonance Imaging; Multiple Sclerosis; Segmentation

Indexed keywords

BRAIN TISSUE; EXPECTED VALUES; EXTENDED FEATURES; FEATURE SPACE; HEALTHY POPULATION; HEALTHY TISSUES; IMAGE NOISE; INTENSITY VALUES; INTENSITY-BASED; LESION CLASSIFICATION; MISCLASSIFICATIONS; MULTIPLE SCLEROSIS; MULTIPLE SCLEROSIS LESIONS; SEGMENTATION RESULTS; SENSITIVITY AND SPECIFICITY; SPATIAL LOCATION; TISSUE TYPES;

IMAGE SEGMENTATION; MEDICAL IMAGING; RESONANCE; TISSUE;

MAGNETIC RESONANCE IMAGING;

EID: 80055033344     PISSN: 19457928     EISSN: 19458452     Source Type: Conference Proceeding    
DOI: 10.1109/ISBI.2011.5872683     Document Type: Conference Paper

References (7)

1. K. Van Leemput, F. Maes, D. Vandermeulen, A. Colchester, and P. Suetens, "Automated model-based tissue classification of MR images of the brain", IEEE Trans Med Imaging 18, pp. 897-908, 1999.
2. S.K. Warfield, M. Kaus, FA. Jolesz, and R. Kikinis, "Adaptive, template moderated, spatially varying statistical classification", Med. Image Anal 4, pp 43-55, 2000.
3. N. Shiee, P. Bazin, A. Ozturk, D.S. Reich, P.A. Calabresi, and D.L. Pham, "A topology-preserving approach to the segmentation of brain images with multiple sclerosis", Neuroimage 49, pp. 1524-1535, 2010.
4. E. Geremia, B.H. Menze, O. Clatz, E. Konukoglu, A. Criminisi and N. Ayache, "Spatial Decision Forests for MS Lesion Segmentation in Multi-Channel MR Images", MICCAI, pp. 111-118, 2010.
5. S. Ourselin, A. Roche, G. Subsol, X. Pennec, and N. Ayache, "Reconstructing a 3D structure from serial histogram sections", Image and Vision Computing 19, pp. 25-31, 2001.
6. N. Weisenfeld, and S.K. Warfield, "Normalization of Joint Image-Intensity Statistics in MRI using the kullback-leibler divergence", ISBI, pp. 101-104, 2004
7. P. Mahalanobis, "On the generalized distance in statistics", Proceedings of the National Institute of Sciences of India 2, pp 49-55, 1936.