Automatic Time Sequence Alignment in Contrast Enhanced MRI by Maximization of Mutual Information

Abstract

The use of contrast medium allows joining the high-resolution anatomical information provided by standard magnetic resonance with functional information obtained by means of the diffusion of contrast agent in tissues or in the vascular net. To effectively use this kind of images for medical diagnosis, quantitative analysis should be performed. We propose an automatic registration procedure based on maximization of the mutual information that address the requirement of fast and automatic tools for quantitative analysis of contrast medium enhanced MR images. Two optimization algorithms for maximization of the mutual information are discussed, taking into account both time performance and registration quality. We present also preliminary results on cardiac and wrist MR images showing that misalignments and artifacts introduced by patient movement during the examination are greatly reduced by our application.

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Document Details

Document Type
Technical Report
Publication Date
Oct 25, 2001
Accession Number
ADA410016

Entities

People

  • A. Benassi
  • L. Landini
  • M. F. Santarelli
  • V. Positano

Organizations

  • Consiglio Nazionale delle Ricerche

Tags

Communities of Interest

  • Biomedical

DTIC Thesaurus Topics

  • Acquisition
  • Algorithms
  • Automatic
  • Computer Vision
  • Contrast
  • Data Sets
  • Engineering
  • Image Registration
  • Image Segmentation
  • Information Theory
  • Intensity
  • Interpolation
  • Misalignment
  • Optimization
  • Random Variables
  • Simplex Method
  • Test And Evaluation

Fields of Study

  • Computer science

Readers

  • Computer Vision.
  • Neural Network Machine Learning.
  • Plasma Physics / Magnetohydrodynamics