Image Resolution Enhancement Using Undecimated Double Density Dual Tree Wavelet Transform

被引:0
|
作者
Vijayan, Mithun [1 ]
Josemartin, M. J. [2 ]
Geetharanjin, P. R. [1 ]
机构
[1] Rajiv Gandhi Inst Technol, Dept Elect & Commun Engn, Kottayam, Kerala, India
[2] Govt Engn Coll, Dept Elect & Commun Engn, Idukki, Kerala, India
关键词
Undecimated double density dual tree wavelet transform; image resolution enhancement; stationary wavelet;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an undecimated double density dual tree discrete wavelet transform (UDDDT-DWT) based image resolution enhancement technique is proposed. The critically sampled discrete wavelet transform (DWT) suffers from the drawbacks of being shift-variant and lacking the capacity to process directional information in images. The double density dual tree wavelet transform (DDDT-WT) is an approximately shift-invariant transform capturing directional information. The UDDDT-DWT is an improvement of the DDDT-DWT, making it exactly shift-invariant. The method uses a forward and inverse (UDDDT-DWT) to construct a high-resolution (HR) image from the given lower-resolution (LR) image. The HR image is reconstructed from the LR image using the inverse UDDDTDWT. Results are presented and discussed through comparisons between state-of-the-art resolution enhancement methods.
引用
收藏
页码:734 / 739
页数:6
相关论文
共 50 条
  • [1] Undecimated double density dual tree wavelet transform based image denoising using a subband adaptive threshold
    Gopi, Varun P.
    Pavithran, M.
    Nishanth, T.
    Balaji, S.
    Rajavelu, V.
    Palanisamy, P.
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON ISSUES AND CHALLENGES IN INTELLIGENT COMPUTING TECHNIQUES (ICICT), 2014, : 743 - 748
  • [2] Image denoising based on Undecimated Double Density Dual tree Wavelet Transform and Modified Firm Shrinkage
    Gopi, Varun P.
    Pavithran, M.
    Nishanth, T.
    Balaji, S.
    Rajavelu, V
    Palanisamy, P.
    2013 SECOND INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING, NETWORKING AND SECURITY (ADCONS 2013), 2013, : 68 - 73
  • [3] Image Resolution Enhancement Using Dual-Tree Complex Wavelet Transform
    Celik, Turgay
    Tjahjadi, Tardi
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (03) : 554 - 557
  • [4] Double Density Dual Tree Discrete Wavelet Transform implementation for Degraded Image Enhancement
    Vimala, C.
    Priya, P. Aruna
    PROCEEDINGS OF THE 10TH NATIONAL CONFERENCE ON MATHEMATICAL TECHNIQUES AND ITS APPLICATIONS (NCMTA 18), 2018, 1000
  • [5] Bivariate shrinkage using undecimated dual-tree complex wavelet transform for image denoising
    Yang, Peng
    Yang, Guowei
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 30 (06) : 3111 - 3122
  • [6] Image Resolution Enhancement Using Dual-Tree Complex Wavelet Transform And Neural Networks
    Salehi, Shirin
    Mahdavi-Nasab, Homayoun
    Pourghassem, Hossein
    INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2011), 2011, 8285
  • [7] Satellite Image Resolution Enhancement Using Dual-Tree Complex Wavelet Transform and Nonlocal Means
    Iqbal, Muhammad Zafar
    Ghafoor, Abdul
    Siddiqui, Adil Masood
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2013, 10 (03) : 451 - 455
  • [8] Undecimated Double Density Wavelet Transform Based Contrast Enhancement Technique Using Dynamic Stochastic Resonance
    Deivalakshmi, S.
    Palanisamy, P.
    Pandeeswari, R.
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2017, : 95 - 100
  • [9] Multilook SAR Image Enhancement using the Dual Tree Complex Wavelet Transform
    Nafornita, Corina
    Isar, Alexandru
    Dehelean, Teodor
    2018 12TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS (COMM), 2018, : 151 - 156
  • [10] THE UNDECIMATED DUAL TREE COMPLEX WAVELET TRANSFORM AND ITS APPLICATION TO BIVARIATE IMAGE DENOISING USING A CAUCHY MODEL
    Hill, Paul
    Achim, Alin
    Bull, David
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 1205 - 1208