Panchromatic and multispectral image fusion using the spatial frequency and the a trous wavelet transform

被引:1
|
作者
Massout, Samia [1 ,2 ]
Smara, Youcef [1 ]
机构
[1] Houari Boumedienne Univ Sci & Technol, Fac Elect & Comp Sci, Dept Telecommun, Bab Ezzouar, Algeria
[2] Mhamed Bougara Boumerdes Univ, Fac Technol, Dept Elect Syst Engn, Boumerdes, Algeria
关键词
image fusion; a trous transform wavelet; spatial frequency; panchromatic image; multispectral image; LANDSAT TM; MULTIRESOLUTION; DECOMPOSITION; QUALITY;
D O I
10.1117/1.JRS.15.036510
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We propose a panchromatic (Pan) and multispectral (MS) image fusion method in order to synthesize an MS image with enhanced spatial resolution and preserved spectral information of the original MS image. The proposed method is based on the spatial frequency and the trous wavelet transform (SFATWT). The a trous wavelet transform (ATWT) is used to decompose Pan and MS images into low and high frequencies. The spatial frequency is exploited in the image fusion rules to improve the details or the high-frequency information which will be injected into the MS image. The ATWT reconstruction makes it possible to produce MS image with high spatial resolution. To validate the proposed method, two image sets are used. The first one is acquired by the SPOT (Satellite Pour l'Observation de la Terre) satellite with a resolution ratio of 2. The second one is the Algerian satellite AlSat 2A images with a resolution ratio of 4. The fused results are evaluated by means of qualitative and quantitative comparisons. The assessment of fused products has shown that the proposed method is promising. (C) 2021 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:12
相关论文
共 50 条
  • [1] SAR and Multispectral Image Fusion Using Generalized IHS Transform Based on Trous Wavelet and EMD Decompositions
    Chen, Shaohui
    Zhang, Renhua
    Su, Hongbo
    Tian, Jing
    Xia, Jun
    IEEE SENSORS JOURNAL, 2010, 10 (03) : 737 - 745
  • [2] Comparison between Mallat's and the 'a trous' discrete wavelet transform based algorithms for the fusion of multispectral and panchromatic images
    González-Audícana, M
    Otazu, X
    Fors, O
    Seco, A
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (03) : 595 - 614
  • [3] Multispectral image fusion using wavelet transform
    Jiang, XY
    Zhou, LW
    Gao, ZY
    ELECTRONIC IMAGING AND MULTIMEDIA SYSTEMS, 1996, 2898 : 35 - 42
  • [5] Selective Synthetic Aperture Radar and Panchromatic Image Fusion by Using the à Trous Wavelet Decomposition
    Youcef Chibani
    EURASIP Journal on Advances in Signal Processing, 2005
  • [6] Multispectral and panchromatic image fusion using a joint spatial domain and transform domain for improved DFRNT
    Guo, Qing
    Wang, Qu
    Liu, Zhengjun
    Li, An
    Zhang, Hongqun
    Feng, Zhongkui
    OPTIK, 2015, 126 (24): : 5241 - 5248
  • [7] Multispectral image fusion using an improved wavelet transform
    Wang, HH
    Peng, JX
    DATA MINING AND APPLICATIONS, 2001, 4556 : 54 - 59
  • [8] Fusion Algorithms For Multispectral and Panchromatic Image Based on Wavelet Transformation
    Li, Xiao-chun
    Yan, Wei-wei
    Li, Wei-hua
    2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 2668 - 2673
  • [9] Multispectral and panchromatic image fusion based on spatial consistency
    Li, Jiayuan
    Hu, Qingwu
    Ai, Mingyao
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2018, 39 (04) : 1017 - 1041
  • [10] Fusion of the Multispectral Image and the Panchromatic Image Based on Nonsubsampled Contourlet Transform
    Song, Yang
    Wang, Feilu
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 1339 - 1343