Bayesian model for intensity mapping in magnetic resonance imaging image registration

Alexei Manso Correa Machado; Mario F.M. Campos; James C. Gee

doi:10.1117/1.1526845

1 January 2003 Bayesian model for intensity mapping in magnetic resonance imaging image registration

Alexei Manso Correa Machado, Mario F.M. Campos, James C. Gee

Journal of Electronic Imaging, Vol. 12, Issue 1, (January 2003). https://doi.org/10.1117/1.1526845

We present a likelihood model for Bayesian nonrigid image registration that relates the distinct acquisition models of different MRI (magnetic resonance imaging) scanners. The model is derived from a Bayesian network that represents the imaging situation under consideration to construct the appropriate similarity measure for the given situation. The method is compared to the cross-correlation and mutual information measures in a set of registration experiments on different images and over different synthetically generated geometric and intensity distortions. The probability-based similarity measure yields, on average, more accurate and robust registrations than either the cross-correlation or mutual information measures.

©(2003) Society of Photo-Optical Instrumentation Engineers (SPIE)

Citation Download Citation

Alexei Manso Correa Machado, Mario F.M. Campos, and James C. Gee "Bayesian model for intensity mapping in magnetic resonance imaging image registration," Journal of Electronic Imaging 12(1), (1 January 2003). https://doi.org/10.1117/1.1526845

Published: 1 January 2003

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available