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Novel Projection Schemes for Graph-Based Light Field Coding

In light field compression, graph-based coding is powerful to exploit signal redundancy along irregular shapes and obtains good energy compaction. However, apart from high time complexity to process high dimensional graphs, their graph construction method is highly sensitive to the accuracy of dispa...

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Autores principales: Bach, Nguyen Gia, Tran, Chanh Minh, Duc, Tho Nguyen, Tan, Phan Xuan, Kamioka, Eiji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269820/
https://www.ncbi.nlm.nih.gov/pubmed/35808447
http://dx.doi.org/10.3390/s22134948
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author Bach, Nguyen Gia
Tran, Chanh Minh
Duc, Tho Nguyen
Tan, Phan Xuan
Kamioka, Eiji
author_facet Bach, Nguyen Gia
Tran, Chanh Minh
Duc, Tho Nguyen
Tan, Phan Xuan
Kamioka, Eiji
author_sort Bach, Nguyen Gia
collection PubMed
description In light field compression, graph-based coding is powerful to exploit signal redundancy along irregular shapes and obtains good energy compaction. However, apart from high time complexity to process high dimensional graphs, their graph construction method is highly sensitive to the accuracy of disparity information between viewpoints. In real-world light field or synthetic light field generated by computer software, the use of disparity information for super-rays projection might suffer from inaccuracy due to vignetting effect and large disparity between views in the two types of light fields, respectively. This paper introduces two novel projection schemes resulting in less error in disparity information, in which one projection scheme can also significantly reduce computation time for both encoder and decoder. Experimental results show projection quality of super-pixels across views can be considerably enhanced using the proposals, along with rate-distortion performance when compared against original projection scheme and HEVC-based or JPEG Pleno-based coding approaches.
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spelling pubmed-92698202022-07-09 Novel Projection Schemes for Graph-Based Light Field Coding Bach, Nguyen Gia Tran, Chanh Minh Duc, Tho Nguyen Tan, Phan Xuan Kamioka, Eiji Sensors (Basel) Article In light field compression, graph-based coding is powerful to exploit signal redundancy along irregular shapes and obtains good energy compaction. However, apart from high time complexity to process high dimensional graphs, their graph construction method is highly sensitive to the accuracy of disparity information between viewpoints. In real-world light field or synthetic light field generated by computer software, the use of disparity information for super-rays projection might suffer from inaccuracy due to vignetting effect and large disparity between views in the two types of light fields, respectively. This paper introduces two novel projection schemes resulting in less error in disparity information, in which one projection scheme can also significantly reduce computation time for both encoder and decoder. Experimental results show projection quality of super-pixels across views can be considerably enhanced using the proposals, along with rate-distortion performance when compared against original projection scheme and HEVC-based or JPEG Pleno-based coding approaches. MDPI 2022-06-30 /pmc/articles/PMC9269820/ /pubmed/35808447 http://dx.doi.org/10.3390/s22134948 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bach, Nguyen Gia
Tran, Chanh Minh
Duc, Tho Nguyen
Tan, Phan Xuan
Kamioka, Eiji
Novel Projection Schemes for Graph-Based Light Field Coding
title Novel Projection Schemes for Graph-Based Light Field Coding
title_full Novel Projection Schemes for Graph-Based Light Field Coding
title_fullStr Novel Projection Schemes for Graph-Based Light Field Coding
title_full_unstemmed Novel Projection Schemes for Graph-Based Light Field Coding
title_short Novel Projection Schemes for Graph-Based Light Field Coding
title_sort novel projection schemes for graph-based light field coding
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269820/
https://www.ncbi.nlm.nih.gov/pubmed/35808447
http://dx.doi.org/10.3390/s22134948
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