DocumentCode :
3452992
Title :
Stereo image coder based on MRF analysis for disparity estimation and morphological encoding
Author :
Ellinas, J.N. ; Sangriotis, M.S.
Author_Institution :
Dept. of Informatics & Telecommun., Athens Univ., Greece
fYear :
2004
fDate :
6-9 Sept. 2004
Firstpage :
852
Lastpage :
859
Abstract :
We present a stereoscopic image coder based on the MRF model and MAP estimation of the disparity field. The MRF model minimizes the noise of the disparity compensation because it takes into account the residual energy, smoothness constraints and the occlusion field. The disparity compensation is formulated as a MAP-MRF problem in the spatial domain and the MRF field consists of the disparity vector and occlusion field, which is partitioned into three regions by an initial double-threshold setting. The MAP search is conducted in a block-based sense on one or two of the three regions, providing faster execution. The reference and the residual images are decomposed by a discrete wavelet transform and the transform coefficients are encoded by employing the morphological representation of wavelet coefficients algorithm. As a result of the morphological encoding, the reference and residual images together with the disparity vector field are transmitted in partitions lowering the total entropy. The experimental evaluation on synthetic and real images shows beneficial performance of the proposed algorithm.
Keywords :
Markov processes; discrete wavelet transforms; entropy codes; hidden feature removal; image coding; image morphing; image representation; motion compensation; realistic images; stereo image processing; transform coding; MAP estimation; Markov random field analysis; discrete wavelet transform; disparity compensation; disparity vector field; double-threshold setting; morphological encoding representation; noise minimization; occlusion field; real images; reference images; residual images; stereoscopic image coder; wavelet coefficients algorithm; Discrete wavelet transforms; Entropy; Image analysis; Image coding; Image storage; Informatics; Layout; Partitioning algorithms; Redundancy; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
3D Data Processing, Visualization and Transmission, 2004. 3DPVT 2004. Proceedings. 2nd International Symposium on
Print_ISBN :
0-7695-2223-8
Type :
conf
DOI :
10.1109/TDPVT.2004.1335404
Filename :
1335404
Link To Document :
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