Epipolar Plane Image-Based Lossless and Near-Lossless Light Field Compression

被引:7
|
作者
Mukati, M. Umair [1 ]
Forchhammer, Soren [1 ]
机构
[1] Tech Univ Denmark, Dept Photon Engn, DTU Foton, DK-2800 Kongens Lyngby, Denmark
基金
欧盟地平线“2020”;
关键词
Image coding; Cameras; Optical distortion; Image segmentation; Correlation; Predictive models; Lenses; CALIC; efficient compression; light field; lossless; near-lossless;
D O I
10.1109/ACCESS.2020.3047073
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent advances in the computer technology has enabled many theoretical ideas in computer vision to become practical also within camera technology. Light field technology aims at replacing the traditional camera design by acquiring the intensity of light rays to realize advanced applications in media and medical industries. The abundant amount of information poses high processing, transmission and storage requirements. Therefore, a need for efficient compression has gained researchers attention in this area. We present EPIC, an efficient lossless compression scheme for light field images which extends CALIC by exploiting light field structure. We have shown that the proposed scheme achieves around 6% improvement in compression performance relative to HEVC-lossless anchor with a significant reduction in the encoding time. We have also extended the proposed method for the near-lossless case which achieves similar rate-distortion performance as HEVC-lossy anchor in addition to a high encoding efficiency and a guaranteed-error bound.
引用
收藏
页码:1124 / 1136
页数:13
相关论文
共 50 条
  • [1] Lossless and near-lossless image compression based on multiresolution analysis
    Aràndiga, F
    2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 2233 - 2236
  • [2] A progressive lossless/near-lossless image compression algorithm
    Avcibas, I
    Memon, N
    Sankur, B
    Sayood, K
    IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (10) : 312 - 314
  • [3] Method of Lossless and Near-Lossless Color Image Compression
    Ulacha, Grzegorz
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2011, 27 (02) : 621 - 642
  • [4] Lossless and near-lossless image compression with color transformations
    Domanski, M
    Rakowski, K
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2001, : 454 - 457
  • [5] Lossless and near-lossless image compression with successive refinement
    Avcibas, I
    Memon, N
    Sankur, B
    Sayood, K
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2001, 2001, 4310 : 41 - 52
  • [6] Near-lossless image compression techniques
    Ansari, R
    Memon, N
    Ceran, E
    JOURNAL OF ELECTRONIC IMAGING, 1998, 7 (03) : 486 - 494
  • [7] Near-lossless image compression techniques
    Ansari, R
    Ceran, E
    Memon, N
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING '98, PTS 1 AND 2, 1997, 3309 : 731 - 742
  • [8] Region-based near-lossless image compression
    Pinho, AJ
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING, 2001, : 1761 - 1764
  • [9] A unified coding algorithm of lossless and near-lossless color image compression
    Nakachi, T
    Fujii, T
    Suzuki, J
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2000, E83A (02) : 301 - 310
  • [10] A method for progressive near-lossless image compression
    Krivoulets, A
    2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 2, PROCEEDINGS, 2003, : 185 - 188