Title :
Entropy minimization for automatic correction of intensity nonuniformity
Author :
Mangin, Jean-Francois
Author_Institution :
CEA, Orsay, France
Abstract :
Outlines a fully automatic method for the correction of intensity nonuniformity in MR images. This method does not require any a priori model of the tissue classes. The basic idea is that entropy is a good measure of the image quality which can be minimized in order to overcome the bias problem. Therefore, the optimal correcting field is defined by the minimum of a functional combining the restored image entropy and a measure of the field smoothness. This measure stems from the usual physical analogy with membranes. A third term added to the functional prevents the optimal field from being uniformly null. The functional is minimized using a fast annealing schedule. The performance of the method is evaluated using both real and simulated data
Keywords :
biomedical MRI; medical image processing; minimum entropy methods; MR images; MRI; automatic correction; entropy minimization; fast annealing schedule; field smoothness; image quality; intensity nonuniformity; magnetic resonance imaging; medical diagnostic imaging; optimal correcting field; restored image entropy; Annealing; Brain mapping; Entropy; Image quality; Image restoration; Isosurfaces; Magnetic field measurement; Magnetic resonance; Minimization methods; Nonuniform electric fields;
Conference_Titel :
Mathematical Methods in Biomedical Image Analysis, 2000. Proceedings. IEEE Workshop on
Conference_Location :
Hilton Head Island, SC
Print_ISBN :
0-7695-0737-9
DOI :
10.1109/MMBIA.2000.852374