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Light field image compression with sub-apertures reordering and adaptive reconstruction

  • Chuanmin Jia
  • , Yekang Yang
  • , Xinfeng Zhang
  • , Shiqi Wang
  • , Shanshe Wang
  • , Siwei Ma*
  • *此作品的通讯作者
  • Peking University
  • Nanyang Technological University
  • City University of Hong Kong

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Light field (LF) attracts tremendous attention due to its capability of recording the intensity of scene objects as well as the direction of the light ray, which also dramatically increases the amount of redundant data. In this paper, we explore the structure of the light field images, and propose a pseudo-sequence based light field image compression with sub-aperture reordering and adaptive reconstruction to efficiently improve the coding performances. In the proposed method, we firstly decompose the lenslet image into sub-aperture images, and then design an optimized sub-aperture scan order to rearrange them sequentially as a pseudo-sequence. Third, we take advantage of the state-of-the-art video codec to compress the pseudo-sequence by leveraging both intra- and inter-view correlations. Considering the interpolation and transform induced by the reconstruction procedure from sub-aperture images to lenslet image, we propose an enhanced reconstruction method by applying region-based non-local adaptive filters which extracts the non-local similarities for collaborative filtering to promote the quality of reconstructed lenslet images. Extensive experimental results show that the proposed method achieves up to 15.7% coding gain in terms of BD-rate.

源语言英语
主期刊名Advances in Multimedia Information Processing – PCM 2017 - 18th Pacific-Rim Conference on Multimedia, Revised Selected Papers
编辑Bing Zeng, Hongliang Li, Abdulmotaleb El Saddik, Xiaopeng Fan, Shuqiang Jiang, Qingming Huang
出版商Springer Verlag
47-55
页数9
ISBN(印刷版)9783319773797
DOI
出版状态已出版 - 2018
已对外发布
活动18th Pacific-Rim Conference on Multimedia, PCM 2017 - Harbin, 中国
期限: 28 9月 201729 9月 2017

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10735 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议18th Pacific-Rim Conference on Multimedia, PCM 2017
国家/地区中国
Harbin
时期28/09/1729/09/17

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