Automatic segmentation of bones and inter-image anatomical correspondence by volumetric statistical modelling of knee MRI

Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • External authors:
  • Tomos G. Williams
  • Graham Vincent
  • Mike Bowes
  • Sharon Balamoody
  • Charles Hutchinson
  • John C. Waterton

Abstract

The detection of cartilage loss due to disease progression in Osteoarthritis remains a challenging problem. We have shown previously that the sensitivity of detection from 3D MR images can be improved significantly by focusing on regions of 'at risk' cartilage defined consistently across subjects and time-points. We define these regions in a frame of reference based on the bones, which requires that the bone surfaces are segmented in each image, and that anatomical correspondence is established between these surfaces. Previous results has shown that this can be achieved automatically using surface-based Active Appearance Models (AAMs) of the bones. In this paper we describe a method of refining the segmentations and correspondences by building a volumetric appearance model using the minimum message length principle. We present results from a study of 12 subjects which show that the new approach achieves a ignificant improvement in segmentation accuracy compared to the surface AAM approach, and reduce the variance in cartilage thickness measurements for key regions of interest. The study makes use of images of the same subjects obtained using different vendors' scanners, and also demonstrates the feasibility of multi-centre trials. © 2010 IEEE.

Bibliographical metadata

Original languageEnglish
Title of host publication2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings|IEEE Int. Symp. Biomed. Imaging: Nano Macro, ISBI - Proc.
PublisherIEEE
Pages432-435
Number of pages3
ISBN (Print)9781424441266
DOIs
Publication statusPublished - 2010
Event7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Rotterdam
Event duration: 1 Jul 2010 → …

Conference

Conference7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010
CityRotterdam
Period1/07/10 → …