HEALPIX DCT technique for compressing PCA-based illumination adjustable images

被引:0
|
作者
John Sum
Chi-Sing Leung
Ray C. C. Cheung
Tze-Yiu Ho
机构
[1] National Chung Hsing University,Institute of Technology Management
[2] City University of Hong Kong,Department of Electronic Engineering
来源
关键词
Image-based rendering; Illumination adjustable images; HEALPIX;
D O I
暂无
中图分类号
学科分类号
摘要
An illumination adjustable image (IAI), containing a set of pre-captured reference images under various light directions, represents the appearance of a scene with adjustable illumination. One of drawbacks of using the IAI representation is that an IAI consumes a lot of memory. Although some previous works proposed to use blockwise principal component analysis for compressing IAIs, they did not consider the spherical nature of the extracted eigen-coefficients. This paper utilizes the spherical nature of the extracted eigen-coefficients to improve the compression efficiency. Our compression scheme consists of two levels. In the first level, the reference images are converted into a few eigen-images (floating point images) and a number of eigen-coefficients. In the second level, the eigen-images are compressed by a wavelet-based method. The eigen-coefficients are organized into a number of spherical functions. Those spherical coefficients are then compressed by the proposed HEALPIX discrete cosine transform technique.
引用
收藏
页码:1291 / 1300
页数:9
相关论文
共 49 条
  • [31] Navigation System for Mobile Robots Using PCA-based Localization from Ceiling Depth Images: Experimental Validation
    Carreira, Fernando
    Calado, Joao
    Cardeira, Carlos
    Oliveira, Paulo
    2018 13TH APCA INTERNATIONAL CONFERENCE ON CONTROL AND SOFT COMPUTING (CONTROLO), 2018, : 159 - 164
  • [32] Integer DCT-based reversible watermarking for images using companding technique
    Yang, B
    Schmucker, M
    Funk, W
    Busch, C
    Sun, S
    SECURITY, STEGANOGRAPHY, AND WATERMARKING OF MULTIMEDIA CONTENTS VI, 2004, 5306 : 405 - 415
  • [33] Digital Images Authentication Technique Based on DWT, DCT and Local Binary Patterns
    Armas Vega, Esteban Alejandro
    Sandoval Orozco, Ana Lucila
    Garcia Villalba, Luis Javier
    Hernandez-Castro, Julio
    SENSORS, 2018, 18 (10)
  • [34] Total protein assay by PCA-based RGB-spectrum conversion methods with smartphone-acquired digital images
    Arinori Inagawa
    Miwa Kimura
    Nobuo Uehara
    Analytical Sciences, 2022, 38 : 869 - 880
  • [35] Total protein assay by PCA-based RGB-spectrum conversion methods with smartphone-acquired digital images
    Inagawa, Arinori
    Kimura, Miwa
    Uehara, Nobuo
    ANALYTICAL SCIENCES, 2022, 38 (06) : 869 - 880
  • [36] PCA-Based Incremental Extreme Learning Machine (PCA-IELM) for COVID-19 Patient Diagnosis Using Chest X-Ray Images
    Kumar, Vinod
    Biswas, Sougatamoy
    Rajput, Dharmendra Singh
    Patel, Harshita
    Tiwari, Basant
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [37] Comparing PCA-Based Machine Learning Algorithms for COVID-19 Classification Using Chest X-ray Images
    Ali, Hussein Ahmed
    Hariri, Walid
    Zghal, Nadia Smaoui
    Ben Aissa, Dalenda
    BAGHDAD SCIENCE JOURNAL, 2025, 22 (02)
  • [38] A Novel Image Enhancement Technique based on Statistical Analysis of DCT coefficients for JPEG Compressed Images
    Bhatia, Jaspreet
    Okade, Manish
    2016 TWENTY SECOND NATIONAL CONFERENCE ON COMMUNICATION (NCC), 2016,
  • [39] A robust spread spectrum watermarking technique for color images based on DCT resistant JPEG compression
    Rahbarnia, Hadi
    Jahromi, Mansour Nejati
    Gharavian, Davood
    International Journal of Simulation: Systems, Science and Technology, 2012, 13 (02):
  • [40] Robust Watermarking Technique based on DCT to Protect the Ownership of DubaiSat-1 Images against Attacks
    AL-Mansoori, Saeed
    Kunhu, Alavi
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2012, 12 (06): : 1 - 9