Stereo Image Coder Based on the MRF Model for Disparity Compensation

<p/> <p>This paper presents a stereoscopic image coder based on the MRF model and MAP estimation of the disparity field. The MRF model minimizes the noise of disparity compensation, because it takes into account the residual energy, smoothness constraints on the disparity field, and the...

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Main Authors: Ellinas JN, Sangriotis MS
Format: Article
Language:English
Published: SpringerOpen 2006-01-01
Series:EURASIP Journal on Advances in Signal Processing
Online Access:http://dx.doi.org/10.1155/ASP/2006/73950
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spelling doaj-ea05f22ae43f4e8ea331cf93e9751d3e2020-11-24T20:59:45ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802006-01-0120061073950Stereo Image Coder Based on the MRF Model for Disparity CompensationEllinas JNSangriotis MS<p/> <p>This paper presents a stereoscopic image coder based on the MRF model and MAP estimation of the disparity field. The MRF model minimizes the noise of disparity compensation, because it takes into account the residual energy, smoothness constraints on the disparity field, and the occlusion field. Disparity compensation is formulated as an MAP-MRF problem in the spatial domain, where the MRF field consists of the disparity vector and occlusion fields. The occlusion field 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 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 total entropy. The experimental evaluation of the proposed scheme on synthetic and real images shows beneficial performance over other stereoscopic coders in the literature.</p> http://dx.doi.org/10.1155/ASP/2006/73950
collection DOAJ
language English
format Article
sources DOAJ
author Ellinas JN
Sangriotis MS
spellingShingle Ellinas JN
Sangriotis MS
Stereo Image Coder Based on the MRF Model for Disparity Compensation
EURASIP Journal on Advances in Signal Processing
author_facet Ellinas JN
Sangriotis MS
author_sort Ellinas JN
title Stereo Image Coder Based on the MRF Model for Disparity Compensation
title_short Stereo Image Coder Based on the MRF Model for Disparity Compensation
title_full Stereo Image Coder Based on the MRF Model for Disparity Compensation
title_fullStr Stereo Image Coder Based on the MRF Model for Disparity Compensation
title_full_unstemmed Stereo Image Coder Based on the MRF Model for Disparity Compensation
title_sort stereo image coder based on the mrf model for disparity compensation
publisher SpringerOpen
series EURASIP Journal on Advances in Signal Processing
issn 1687-6172
1687-6180
publishDate 2006-01-01
description <p/> <p>This paper presents a stereoscopic image coder based on the MRF model and MAP estimation of the disparity field. The MRF model minimizes the noise of disparity compensation, because it takes into account the residual energy, smoothness constraints on the disparity field, and the occlusion field. Disparity compensation is formulated as an MAP-MRF problem in the spatial domain, where the MRF field consists of the disparity vector and occlusion fields. The occlusion field 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 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 total entropy. The experimental evaluation of the proposed scheme on synthetic and real images shows beneficial performance over other stereoscopic coders in the literature.</p>
url http://dx.doi.org/10.1155/ASP/2006/73950
work_keys_str_mv AT ellinasjn stereoimagecoderbasedonthemrfmodelfordisparitycompensation
AT sangriotisms stereoimagecoderbasedonthemrfmodelfordisparitycompensation
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