Light Field Image Compression Scheme Based on MVD Coding Standard

被引:3
|
作者
Huang, Xinpeng [1 ]
An, Ping [1 ]
Shen, Liquan [1 ]
Li, Kai [1 ]
机构
[1] Shanghai Univ, Sch Commun & Informat Engn, 149 Yanchang Rd, Shanghai 200072, Peoples R China
来源
ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2017, PT I | 2018年 / 10735卷
基金
中国国家自然科学基金;
关键词
LFI compression; MVD; EPI; DEPTH ESTIMATION;
D O I
10.1007/978-3-319-77380-3_8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a new Light Field Image (LFI) compression scheme based on Multiview Video plus Depth (MVD) coding architecture. Through LF function analysis, we preliminarily estimate depth map according to the concept of Epipolar Plane Image (EPI). Such a rough estimation causes some error pixels within initial depth map, so we design a weighting mean filter to smooth the inaccurate region. The final estimated depth maps can be encoded by MVD coding standard jointly with a small number of viewpoint images in LFI, so as to improve compression efficiency of LFI. Ultimately, massive experiments are conducted on 4 LFIs to verify the effectiveness of the proposed compression scheme. The simulated results demonstrate that our LFI compression scheme can achieve a high LFI compression performance and outperform the-state-of-art coding solution.
引用
收藏
页码:79 / 88
页数:10
相关论文
共 50 条
  • [21] Re-ordered Micro Image based High Efficient Residual Coding in Light Field Compression
    Jung, Hyunmin
    Lee, Hyuk-Jae
    Rhee, Chae Eun
    PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2022, 2022, : 3195 - 3204
  • [22] LIGHT FIELD IMAGE COMPRESSION BASED ON DEEP LEARNING
    Zhao, Zhenghui
    Wang, Shanshe
    Jia, Chuanmin
    Zhang, Xinfeng
    Ma, Siwei
    Yang, Jiansheng
    2018 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), 2018,
  • [23] Light Field Image Coding Using VVC Standard and View Synthesis Based on Dual Discriminator GAN
    Bakir, Nader
    Hamidouche, Wassim
    Fezza, Sid Ahmed
    Samrouth, Khouloud
    Deforges, Olivier
    IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 23 : 2972 - 2985
  • [24] Shearlet Transform Based Prediction Scheme for Light Field Compression
    Ahmad, Waqas
    Vagharshakyan, Suren
    Sjostrom, Marten
    Gotchev, Atanas
    Bregovic, Robert
    Olsson, Roger
    2018 DATA COMPRESSION CONFERENCE (DCC 2018), 2018, : 396 - 396
  • [25] Histogram modification based lossy image compression scheme using Huffman coding
    Rahman, Md. Atiqur
    Rabbi, M. M. Fazle
    Rahman, Md. Mijanur
    Islam, Md. Masudul
    Islam, Md. Rashedul
    2018 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT), 2018, : 279 - 284
  • [26] A PCA-wavelet based coding scheme for Distance Learning image compression
    Li, Q
    Fan, QF
    You, J
    Bhattacharya, P
    Proceedings of the Fourth IASTED International Conference on Communications, Internet, and Information Technology, 2005, : 214 - 219
  • [27] A Visually Meaningful Image Encryption Scheme Based on Lossless Compression SPIHT Coding
    Yang, Yang
    Cheng, Ming
    Ding, Yingqiu
    Zhang, Weiming
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2023, 16 (04) : 2387 - 2401
  • [28] A near minimum sparse pattern coding based scheme for binary image compression
    Zahir, S
    Naqvi, M
    2005 International Conference on Image Processing (ICIP), Vols 1-5, 2005, : 2433 - 2436
  • [29] Pseudo sequence based 2-D hierarchical coding structure for light-field image compression
    Li, Li
    Li, Zhu
    Li, Bin
    Liu, Dong
    Li, Houqiang
    2017 DATA COMPRESSION CONFERENCE (DCC), 2017, : 131 - 140
  • [30] Light Field Image Coding with Disparity Correlation Based Prediction
    Zhang, Xinyu
    Wang, Hanli
    Tian, Tao
    2018 IEEE FOURTH INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2018,