Coding of Light Fields Using Disparity-Based Sparse Prediction

In this paper we introduce a new light field codec, dubbed WaSPR (warping and sparse prediction on regions), which has additional features and improved performance when compared to our recently introduced WaSP (warping and sparse prediction) codec. We present in detail the overall scheme, including...

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Main Authors: Pekka Astola, Ioan Tabus
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8924721/
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author Pekka Astola
Ioan Tabus
author_facet Pekka Astola
Ioan Tabus
author_sort Pekka Astola
collection DOAJ
description In this paper we introduce a new light field codec, dubbed WaSPR (warping and sparse prediction on regions), which has additional features and improved performance when compared to our recently introduced WaSP (warping and sparse prediction) codec. We present in detail the overall scheme, including the initial WaSP structure, and the additional new features of WaSPR, including a region based sparse prediction stage, and the addition of a more efficient way to encode the prediction residuals by including separate inter-view coding of residuals obtained at each hierarchical level. The new scheme is demonstrated to improve over both modes of the JPEG Pleno Verification Model software version 2.1, and is shown to provide competitive results when compared against several recently published light field codecs.
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spelling doaj.art-884c50a89390404d83ed936289b9c17c2022-12-21T22:16:59ZengIEEEIEEE Access2169-35362019-01-01717682017683710.1109/ACCESS.2019.29579348924721Coding of Light Fields Using Disparity-Based Sparse PredictionPekka Astola0https://orcid.org/0000-0003-1042-4125Ioan Tabus1https://orcid.org/0000-0003-3131-9551Computing Sciences Unit, Tampere University, Tampere, FinlandComputing Sciences Unit, Tampere University, Tampere, FinlandIn this paper we introduce a new light field codec, dubbed WaSPR (warping and sparse prediction on regions), which has additional features and improved performance when compared to our recently introduced WaSP (warping and sparse prediction) codec. We present in detail the overall scheme, including the initial WaSP structure, and the additional new features of WaSPR, including a region based sparse prediction stage, and the addition of a more efficient way to encode the prediction residuals by including separate inter-view coding of residuals obtained at each hierarchical level. The new scheme is demonstrated to improve over both modes of the JPEG Pleno Verification Model software version 2.1, and is shown to provide competitive results when compared against several recently published light field codecs.https://ieeexplore.ieee.org/document/8924721/Light field codingimage codingplenopticmulti-view
spellingShingle Pekka Astola
Ioan Tabus
Coding of Light Fields Using Disparity-Based Sparse Prediction
IEEE Access
Light field coding
image coding
plenoptic
multi-view
title Coding of Light Fields Using Disparity-Based Sparse Prediction
title_full Coding of Light Fields Using Disparity-Based Sparse Prediction
title_fullStr Coding of Light Fields Using Disparity-Based Sparse Prediction
title_full_unstemmed Coding of Light Fields Using Disparity-Based Sparse Prediction
title_short Coding of Light Fields Using Disparity-Based Sparse Prediction
title_sort coding of light fields using disparity based sparse prediction
topic Light field coding
image coding
plenoptic
multi-view
url https://ieeexplore.ieee.org/document/8924721/
work_keys_str_mv AT pekkaastola codingoflightfieldsusingdisparitybasedsparseprediction
AT ioantabus codingoflightfieldsusingdisparitybasedsparseprediction