DocumentCode :
1939343
Title :
MR image coding using content-based mesh and context
Author :
Srikanth, R. ; Ramakrishnan, A.G.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
Volume :
1
fYear :
2003
fDate :
1-4 July 2003
Firstpage :
85
Abstract :
Existing schemes for 3-D magnetic resonance (MR) images, such as block matching method and uniform mesh-based scheme, are inadequate to model the motion field of MR sequence because deformation within a mesh element may not all be similar. We propose a scheme consisting of (a) content-based mesh generation using optic flow between two consecutive images (b) forward motion tracking (c) motion compensation using affine transformation and (d) context-based modeling. We also propose a simple scheme to overcome aperture problem at edges where an accurate estimation of motion vectors is not possible. By using context-based modeling, motion compensation yields a better estimate of the next frame and hence a lower entropy of the residue. The obtained average compression ratio of 4.3 is better than the values of 4, achieved by CALIC, and 3, by the existing uniform mesh-based interframe coding scheme.
Keywords :
biomedical MRI; image coding; mesh generation; motion compensation; motion estimation; 3-D magnetic resonance image; CALIC; MR sequence; affine transformation; block matching method; compression ratio; content-based mesh generation; forward motion tracking; motion compensation; optic flow; uniform mesh-based scheme; Apertures; Context modeling; Deformable models; Image coding; Image motion analysis; Magnetic resonance; Mesh generation; Motion compensation; Motion estimation; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Its Applications, 2003. Proceedings. Seventh International Symposium on
Print_ISBN :
0-7803-7946-2
Type :
conf
DOI :
10.1109/ISSPA.2003.1224646
Filename :
1224646
Link To Document :
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