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Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting

The human visual system (HVS) plays an important role in stereo image quality perception. Therefore, it has aroused many people’s interest in how to take advantage of the knowledge of the visual perception in image quality assessment models. This paper proposes a full-reference metric for quality as...

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Detalles Bibliográficos
Autores principales: Yang, Jiachen, Lin, Yancong, Gao, Zhiqun, Lv, Zhihan, Wei, Wei, Song, Houbing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699220/
https://www.ncbi.nlm.nih.gov/pubmed/26717412
http://dx.doi.org/10.1371/journal.pone.0145800
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author Yang, Jiachen
Lin, Yancong
Gao, Zhiqun
Lv, Zhihan
Wei, Wei
Song, Houbing
author_facet Yang, Jiachen
Lin, Yancong
Gao, Zhiqun
Lv, Zhihan
Wei, Wei
Song, Houbing
author_sort Yang, Jiachen
collection PubMed
description The human visual system (HVS) plays an important role in stereo image quality perception. Therefore, it has aroused many people’s interest in how to take advantage of the knowledge of the visual perception in image quality assessment models. This paper proposes a full-reference metric for quality assessment of stereoscopic images based on the binocular difference channel and binocular summation channel. For a stereo pair, the binocular summation map and binocular difference map are computed first by adding and subtracting the left image and right image. Then the binocular summation is decoupled into two parts, namely additive impairments and detail losses. The quality of binocular summation is obtained as the adaptive combination of the quality of detail losses and additive impairments. The quality of binocular summation is computed by using the Contrast Sensitivity Function (CSF) and weighted multi-scale (MS-SSIM). Finally, the quality of binocular summation and binocular difference is integrated into an overall quality index. The experimental results indicate that compared with existing metrics, the proposed metric is highly consistent with the subjective quality assessment and is a robust measure. The result have also indirectly proved hypothesis of the existence of binocular summation and binocular difference channels.
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spelling pubmed-46992202016-01-14 Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting Yang, Jiachen Lin, Yancong Gao, Zhiqun Lv, Zhihan Wei, Wei Song, Houbing PLoS One Research Article The human visual system (HVS) plays an important role in stereo image quality perception. Therefore, it has aroused many people’s interest in how to take advantage of the knowledge of the visual perception in image quality assessment models. This paper proposes a full-reference metric for quality assessment of stereoscopic images based on the binocular difference channel and binocular summation channel. For a stereo pair, the binocular summation map and binocular difference map are computed first by adding and subtracting the left image and right image. Then the binocular summation is decoupled into two parts, namely additive impairments and detail losses. The quality of binocular summation is obtained as the adaptive combination of the quality of detail losses and additive impairments. The quality of binocular summation is computed by using the Contrast Sensitivity Function (CSF) and weighted multi-scale (MS-SSIM). Finally, the quality of binocular summation and binocular difference is integrated into an overall quality index. The experimental results indicate that compared with existing metrics, the proposed metric is highly consistent with the subjective quality assessment and is a robust measure. The result have also indirectly proved hypothesis of the existence of binocular summation and binocular difference channels. Public Library of Science 2015-12-30 /pmc/articles/PMC4699220/ /pubmed/26717412 http://dx.doi.org/10.1371/journal.pone.0145800 Text en © 2015 Yang et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Yang, Jiachen
Lin, Yancong
Gao, Zhiqun
Lv, Zhihan
Wei, Wei
Song, Houbing
Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title_full Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title_fullStr Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title_full_unstemmed Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title_short Quality Index for Stereoscopic Images by Separately Evaluating Adding and Subtracting
title_sort quality index for stereoscopic images by separately evaluating adding and subtracting
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4699220/
https://www.ncbi.nlm.nih.gov/pubmed/26717412
http://dx.doi.org/10.1371/journal.pone.0145800
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