Abstract
This paper presents a general framework for analyzing structural and radiometric asymmetry in brain images. In a healthy brain, the left and right hemispheres are largely symmetric across the mid-sagittal plane. Brain tumors may belong to one or both of the following categories: mass-effect, in which the diseased tissue displaces healthy tissue; and infiltrating, in which healthy tissue has become diseased. Mass-effect brain tumors cause structural asymmetry by displacing healthy tissue, and may cause radiometric asymmetry in adjacent normal structures due to edema. Infiltrating tumors have a different radiometric response from healthy tissue. Thus, structural and radiometric asymmetries across the mid-sagittal plane in brain images provide important cues that tumors may be present. We have developed a framework that registers images with their reflections across the mid-sagittal plane. The registration process accounts for tissue displacement through large deformation image warping. Radiometric differences are taken into account through an additive intensity field. We present an efficient multi-scale algorithm for the joint estimation of structural and radiometric asymmetry.
Original language | English (US) |
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Pages | 163-170 |
Number of pages | 8 |
State | Published - 2001 |
Event | Workshop on Mathematical Methods in Biomedical Image Analysis MMBIA 2001 - Kauai, HI, United States Duration: Dec 9 2001 → Dec 10 2001 |
Other
Other | Workshop on Mathematical Methods in Biomedical Image Analysis MMBIA 2001 |
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Country/Territory | United States |
City | Kauai, HI |
Period | 12/9/01 → 12/10/01 |
Keywords
- Brain symmetry analysis
- Deformable image mapping
- Medical image analysis
- Plane of symmetry estimation
ASJC Scopus subject areas
- Analysis