IMAGE ENHANCEMENT BASED ON DISCRETE WAVELET TRANSFORM

被引:0
|
作者
Sumathi, M. [1 ]
Murthi, V. Krishna [1 ]
机构
[1] North East Frontier Tech Univ, Dept ECE, Aalo PO, Sipu Puyi, Arunachal Prade, India
关键词
Discrete wavelet transform; resolution; peak signal to noise ratio; mean square error;
D O I
暂无
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
In this paper, a new satellite image resolution enhancement technique based on the interpolation of the high frequency sub bands obtained by discrete wavelet transform (DWT) and the input image is proposed. The projected resolution improvement technique uses DWT to decay the input image into different sub bands. Then, the high frequency sub band images and the input low resolution image have been interpolated, followed by combining all these images to generate a new resolution enhanced image by using inverse DWT. In order to achieve a sharper image, an intermediate stage for estimating the high frequency sub bands has been proposed. The proposed technique has been tested on satellite benchmark images. The quantitative (peak signal to noise ratio and root mean square error) and visual results show the superiority of the proposed technique over the conventional and state of art image resolution enhancement techniques.
引用
收藏
页码:12 / 15
页数:4
相关论文
共 50 条
  • [1] Enhancement of coronary artery using image fusion based on discrete wavelet transform
    Umarani, A.
    BIOMEDICAL RESEARCH-INDIA, 2016, 27 (04): : 1118 - 1122
  • [2] Multiresolution image alignment based on discrete wavelet transform
    Lohakan, M.
    Nantivatana, P.
    Narkbuakaew, W.
    Pintavirooj, C.
    Sangworasil, M.
    TENCON 2005 - 2005 IEEE REGION 10 CONFERENCE, VOLS 1-5, 2006, : 1978 - +
  • [3] Digital image watermarking based on discrete wavelet transform
    Wei, D
    Yan, WQ
    Qi, DX
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2002, 17 (02) : 129 - 139
  • [4] Digital image watermarking based on discrete wavelet transform
    Wei Ding
    Weiqi Yan
    Dongxu Qi
    Journal of Computer Science and Technology, 2002, 17 : 129 - 139
  • [5] Image Stitching Based on Discrete Wavelet Transform and Slope Fusion
    Weng, Daochen
    Zheng, Qianying
    Yang, Bingkun
    MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, 2019, 11909 : 144 - 155
  • [6] Gamma Correction Based Satellite Image Enhancement using Singular Value Decomposition and Discrete Wavelet Transform
    Shanna, Nitin
    Venna, Om Prakash
    2014 INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES (ICACCCT), 2014, : 1286 - 1289
  • [7] Blind image watermark method based discrete wavelet transform
    Liang Shuang
    Lu Zhi-bo
    Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2, 2005, : 764 - 768
  • [8] Image watermarking based on the discrete wavelet transform statistical characteristics
    Nafornita, C
    Isar, A
    Borda, M
    EUROCON 2005: THE INTERNATIONAL CONFERENCE ON COMPUTER AS A TOOL, VOL 1 AND 2 , PROCEEDINGS, 2005, : 943 - 946
  • [9] An Efficient Image Quality Enhancement using Wavelet Transform
    Arunachalaperumal, C.
    Dhilipkumar, S.
    MATERIALS TODAY-PROCEEDINGS, 2020, 24 : 2004 - 2010
  • [10] Artificial neural network based wavelet transform technique for image quality enhancement
    Vimala, C.
    Priya, P. Aruna
    COMPUTERS & ELECTRICAL ENGINEERING, 2019, 76 : 258 - 267