Light field image coding using high-order intrablock prediction

Detalhes bibliográficos
Autor(a) principal: Monteiro, R. J. S.
Data de Publicação: 2017
Outros Autores: Nunes, P. J. L., Rodrigues, N. M. M., Faria, S. M. M.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/14635
Resumo: This paper proposes a two-stage high-order intrablock prediction method for light field image coding. This method exploits the spatial redundancy in lenslet light field images by predicting each image block, through a geometric transformation applied to a region of the causal encoded area. Light field images comprise an array of microimages that are related by complex geometric transformations that cannot be efficiently compensated by state-of-the-art image coding techniques, which are usually based on low-order translational prediction models. The two-stage nature of the proposed method allows us to choose the order of the prediction model most suitable for each block, ranging from pure translations to projective or bilinear transformations, optimized according to an appropriate rate-distortion criterion. The proposed higher order intrablock prediction approach was integrated into a high efficiency video coding (HEVC) codec and evaluated for both unfocused and focused light field camera models, using different resolutions and microlens arrays. Experimental results show consistent bitrate savings, which can go up to 12.62%, when compared to a lower order intrablock prediction solution and 49.82% when compared to HEVC still picture coding.
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spelling Light field image coding using high-order intrablock predictionGeometric transformationsHEVCHigh order intra block predictionLight field image codingThis paper proposes a two-stage high-order intrablock prediction method for light field image coding. This method exploits the spatial redundancy in lenslet light field images by predicting each image block, through a geometric transformation applied to a region of the causal encoded area. Light field images comprise an array of microimages that are related by complex geometric transformations that cannot be efficiently compensated by state-of-the-art image coding techniques, which are usually based on low-order translational prediction models. The two-stage nature of the proposed method allows us to choose the order of the prediction model most suitable for each block, ranging from pure translations to projective or bilinear transformations, optimized according to an appropriate rate-distortion criterion. The proposed higher order intrablock prediction approach was integrated into a high efficiency video coding (HEVC) codec and evaluated for both unfocused and focused light field camera models, using different resolutions and microlens arrays. Experimental results show consistent bitrate savings, which can go up to 12.62%, when compared to a lower order intrablock prediction solution and 49.82% when compared to HEVC still picture coding.IEEE2017-11-14T11:31:28Z2017-01-01T00:00:00Z20172019-03-25T10:57:35Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10071/14635eng1932-455310.1109/JSTSP.2017.2721358Monteiro, R. J. S.Nunes, P. J. L.Rodrigues, N. M. M.Faria, S. M. M.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-09T17:38:37Zoai:repositorio.iscte-iul.pt:10071/14635Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:17:41.595422Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Light field image coding using high-order intrablock prediction
title Light field image coding using high-order intrablock prediction
spellingShingle Light field image coding using high-order intrablock prediction
Monteiro, R. J. S.
Geometric transformations
HEVC
High order intra block prediction
Light field image coding
title_short Light field image coding using high-order intrablock prediction
title_full Light field image coding using high-order intrablock prediction
title_fullStr Light field image coding using high-order intrablock prediction
title_full_unstemmed Light field image coding using high-order intrablock prediction
title_sort Light field image coding using high-order intrablock prediction
author Monteiro, R. J. S.
author_facet Monteiro, R. J. S.
Nunes, P. J. L.
Rodrigues, N. M. M.
Faria, S. M. M.
author_role author
author2 Nunes, P. J. L.
Rodrigues, N. M. M.
Faria, S. M. M.
author2_role author
author
author
dc.contributor.author.fl_str_mv Monteiro, R. J. S.
Nunes, P. J. L.
Rodrigues, N. M. M.
Faria, S. M. M.
dc.subject.por.fl_str_mv Geometric transformations
HEVC
High order intra block prediction
Light field image coding
topic Geometric transformations
HEVC
High order intra block prediction
Light field image coding
description This paper proposes a two-stage high-order intrablock prediction method for light field image coding. This method exploits the spatial redundancy in lenslet light field images by predicting each image block, through a geometric transformation applied to a region of the causal encoded area. Light field images comprise an array of microimages that are related by complex geometric transformations that cannot be efficiently compensated by state-of-the-art image coding techniques, which are usually based on low-order translational prediction models. The two-stage nature of the proposed method allows us to choose the order of the prediction model most suitable for each block, ranging from pure translations to projective or bilinear transformations, optimized according to an appropriate rate-distortion criterion. The proposed higher order intrablock prediction approach was integrated into a high efficiency video coding (HEVC) codec and evaluated for both unfocused and focused light field camera models, using different resolutions and microlens arrays. Experimental results show consistent bitrate savings, which can go up to 12.62%, when compared to a lower order intrablock prediction solution and 49.82% when compared to HEVC still picture coding.
publishDate 2017
dc.date.none.fl_str_mv 2017-11-14T11:31:28Z
2017-01-01T00:00:00Z
2017
2019-03-25T10:57:35Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10071/14635
url http://hdl.handle.net/10071/14635
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1932-4553
10.1109/JSTSP.2017.2721358
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IEEE
publisher.none.fl_str_mv IEEE
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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