Efficient classifier generation and weighted voting for atlas-based segmentation: Two small steps faster and closer to the Combination Oracle

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Volumn 6914, Issue , 2008, Pages

  Artaechevarria, Xabier ^a   Muñoz Barrutia, Arrate ^a   Ortiz de Solorzano, Carlos ^a  

^a UNIVERSITY OF NAVARRA   (Spain)

Author keywords

Atlases; Classification; Registration; Segmentation

Indexed keywords

COMPUTATIONAL EFFICIENCY; IMAGE CLASSIFICATION; IMAGE REGISTRATION; MATHEMATICAL TRANSFORMATIONS; ONLINE SYSTEMS;

ATLAS-BASED SEGMENTATION; CLASSIFIER GENERATION; ONE REGISTRATION, MULTIPLE SEGMENTATIONS (ORMS); ONLINE REGISTRATION;

IMAGE SEGMENTATION;

EID: 43749083940     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.769401     Document Type: Conference Paper

References (18)

1. J. Kittler, M. Hatef, R.P.W. Duin, J. Matas, "On Combining Classifiers," IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(3), 226-239, 1998.
2. D. G. Brennan, "Linear Diversity Combining Techniques," Proceeding of the IRE, 47(6), 1075-1102, 1959.
3. D. Mattes, D. R. Haynor, H. Vesselle, T. K. Lewellen, and W. Eubank, "Non-rigid Multimodality Image Registration," Medical Imaging 2001: Image Processing, 1609-1620, 2001.
4. S. K. Warfield, K. H. Zou, W. M. Wells, "Simultaneous Truth and Performance Level Estimation (STAPLE): An Algorithm for the Validation of Image Segmentation" IEEE Transactions on Medical Imaging, 23(7), 903-921, 2004.
5. T. Rohlfing, R. Brandt, R. Menzel, D. Russakoff, C.R. Maurer, Jr., "Quo Vadis, Atlas-Based Segmentation?" The Handbook of Medical Image Analysis - Volume III: Registration Models, J. Suri, D. L. Wilson, and S. Laxminarayan, Eds., chapter 11, 435-486. Kluwer Academic / Plenum Publishers, New York, NY, 2005.
6. P. Kochunov, J. L. Lancaster, P. Thompson, R. Woods, J. Mazziotta, J. Hardies, P. Fox, "Regional Spatial Normalization: Toward an Optimal Target, "Journal of Computer Assisted Tomography, 25(5), 805-816, 2001.
7. T. Rohlfing, C. R. Maurer, Jr., "Multi-classifier Framework for Atlas-Based Image Segmentation," Pattern Recognition Letters, 26, 2070-2079, 2005.
8. L. I. Kuncheva, Combining Pattern Classifiers: Methods and Algorithms, Wiley, 2004.
9. T. Rohlfing, D. B. Russakoff, and C. R. Maurer, Jr., "Performance- Based Classifier Combination in Atlas-Based Image Segmentation Using Expectation-Maximization Parameter Estimation," IEEE Transactions on Medical Imaging, 23(8), 983-994, 2004.
10. 3-D MRI Digital Atlas Database of an Adult C57BL/6J Mouse Brain, http://www.bnl.gov/CTN/mouse/default.asp
11. Y. Ma, P. R. Hof, S. C. Grant, S.J. Blackband, R. Bennett, L. Slatest, M.D. McGuigan, H. Benveniste, "A Three-Dimensional Digital Atlas Database of the Adult C57BL/6J Mouse Brain by Magnetic Resonance Microscopy," Neuroscience, 135(4), 1203-1215, 2005.
12. Elastix, http://www.isi.uu.nl/Elastix/
13. D. Rueckert, L. I. Sonoda, C. Hayes, D. L. G. Hil, M. O. Leach, D. J. Hawkes, "Nonrigid Registration Using Free-Form Deformations: Application To Breast MR images," IEEE Transactions on Medical Imaging, 18(8), 712-721, 1999.
14. S. Klein, M. Staring, J. P. W. Pluim, "Evaluation of Optimization Methods for Nonrigid Medical Image Registration using Mutual Information and B-splines," IEEE Transactions on Image Processing, 16(12), 2879-2890, 2007.
15. T. Rohlfing, http://www.stanford.edu/∼rohlfing/software/index.html
16. I. Sluimer, M. Prokop, B. van Ginneken, "Toward Automated Segmentation of the Pathological Lung in CT," IEEE Transactions on Medical Imaging, 24(8), 1025-1038, 2005.
17. J. K. Udupa, V. R. LeBlanc, Y. Zhuge, C. Imielinska, H. Schmidt, L. M. Currie, B. E. Hirsch, J. Woodburn, "A Framework for Evaluating Image Segmentation Algorithms", Computerized Medical Imaging and Graphics," 30(2) 75-87, 2006.
18. F. Wilcoxon, "Individual Comparisons by Ranking Methods," Biometrics, 1, 80-83, 1945.