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
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