BME Advanced Imaging [399-650A]: Course Notes

Classification

• Suggested reading (to be provided in class):
  • L.P. Clarke et al. "MRI segmentation: methods and applications", Mag Reson Imag, 13(1):343-368, 1995
  • A.P. Zijdenbos and B.M. Dawant. "Brain segmentation and White Matter Lesion detection in MR Images", Crit Rev in Biomed Eng 22(5/6):401-465, 1994
• Class notes
  • Slides of class notes (under construction).
• Review/reference/interesting papers
  • Pattern recognition notes, including Bayesian decision theory Dr. Toussaint, McGill University.
  • Pattern Recognition by Richard O. Duda of Duda and Hart fame.
  • Neural Networks in Medicine bibliography
  • USC Annotated Computer Vision Bibliography is a great searchable data base of computer vision literature. The entries below are from this data base.
    • Classification Techniques
• Interesting Links
  • C.G. Howard and P. Bock, Using Geometric Features for Image Classification
  • D. Stalling, M. Zöckler, H.-C. Hege: Segmentation of 3D Medical Images with Subvoxel Accuracy in: H.U. Lemke, K. Inamura, M.W. Vannier, A.G. Farman (eds), Proc. CAR'98 Computer Assisted Radiology and Surgery, June 24-27, 1998, Tokyo, pp. 137-142.
  • S.K. Warfield, M. Kaus, F.A. Jolesz, R. Kikinis, Adaptive Template Moderated Spatially Varying Statistical Classification, Surgical Planning Laboratory, Harvard Medical School
  • Rainer Stotzka, Martin WallaAutomatic discrimination of lung adenocarcinoma and pleura mesothelioma.