INTERPRETING PLENOPTIC IMAGES AS MULTI-VIEW SEQUENCES FOR IMPROVED COMPRESSION

被引:0
|
作者
Ahmad, Waqas [1 ]
Olsson, Roger [1 ]
Sjostrom, Marten [1 ]
机构
[1] Mid Sweden Univ, Dept Informat Syst & Technol, SE-85170 Sundsvall, Sweden
基金
欧盟地平线“2020”;
关键词
Light field; plenoptic; MV-HEVC;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Over the last decade, advancements in optical devices have made it possible for new novel image acquisition technologies to appear. Angular information for each spatial point is acquired in addition to the spatial information of the scene that enables 3D scene reconstruction and various post-processing effects. Current generation of plenoptic cameras spatially multiplex the angular information, which implies an increase in image resolution to retain the level of spatial information gathered by conventional cameras. In this work, the resulting plenoptic image is interpreted as a multi-view sequence that is efficiently compressed using the multi-view extension of high efficiency video coding (MV-HEVC). A novel two-dimensional weighted prediction and rate allocation scheme is proposed to adopt the HEVC compression structure to the plenoptic image properties. The proposed coding approach is a response to ICIP 2017 Grand Challenge: Light field Image Coding. The proposed scheme outperforms all ICME-contestants, and improves on the JPEG-anchor of ICME with an average PSNR gain of 7.5 dB and the HEVC-anchor of ICIP 2017 Grand Challenge with an average PSNR gain of 2.4 dB.
引用
收藏
页码:4557 / 4561
页数:5
相关论文
共 50 条
  • [1] Improved integral images compression based on multi-view extraction
    Dricot, Antoine
    Jung, Joel
    Cagnazzo, Marco
    Pesquet, Beatrice
    Dufaux, Frederic
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXXIX, 2016, 9971
  • [2] Multi-view Image Restoration from Plenoptic Raw Images
    Xu, Shan
    Zhou, Zhi-Liang
    Devaney, Nicholas
    COMPUTER VISION - ACCV 2014 WORKSHOPS, PT II, 2015, 9009 : 3 - 15
  • [3] Extracting Multi-View Images from Multi-Focused Plenoptic Camera
    Fujita, Shu
    Mikawa, Sho
    Panahpourtehrani, Mehrdad
    Takahashi, Keita
    Fujii, Toshiaki
    INTERNATIONAL FORUM ON MEDICAL IMAGING IN ASIA 2019, 2019, 11050
  • [4] Extracting Multi-View Images from Multi-Focused Plenoptic Camera
    Fujita S.
    Mikawa S.
    Takahashi K.
    Fujii T.
    Journal of the Institute of Image Electronics Engineers of Japan, 2019, 48 (02) : 281 - 289
  • [5] Efficient representation and compression of multi-view images
    Park, JI
    Yang, KH
    Iwadate, Y
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2000, E83D (12) : 2186 - 2188
  • [6] An Improved Clustering Method for Multi-view Images
    Dong, Yang
    Fan, Dazhao
    Ma, Qiuhe
    Ji, Song
    IMAGE AND GRAPHICS, ICIG 2019, PT III, 2019, 11903 : 134 - 144
  • [7] Unified model for interpreting multi-view echocardiographic sequences without temporal information
    Li, Ming
    Dong, Shizhou
    Gao, Zhifan
    Feng, Cheng
    Xiong, Huahua
    Zheng, Wei
    Ghista, Dhanjoo
    Zhang, Heye
    de Albuquerque, Victor Hugo C.
    APPLIED SOFT COMPUTING, 2020, 88
  • [8] Multi-view Geometry Compression
    Zhu, Siyu
    Fang, Tian
    Zhang, Runze
    Quan, Long
    COMPUTER VISION - ACCV 2014, PT II, 2015, 9004 : 3 - 18
  • [9] Distributed compression of multi-view images using a geometrical coding approach
    Gehrig, Nicolas
    Dragotti, Pier Luigi
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 3217 - 3220
  • [10] Coding of multi-view images
    Palfner, T
    Müller, E
    STEREOSCOPIC DISPLAYS AND VIRTUAL REALITY SYSTEMS XI, 2004, 5291 : 47 - 58