Spatial frequency discrete wavelet transform image fusion technique for remote sensing applications

被引:43
|
作者
Jinju, Joy [1 ]
Santhi, N. [1 ]
Ramar, K. [2 ]
Bama, B. Sathya [3 ]
机构
[1] Noorul Islam Ctr Higher Educ, Elect & Commun Engn, Thuckalay 629180, Tamil Nadu, India
[2] Anna Univ, Einstein Coll Engn, Comp Sci & Engn, Tirunelveli 627012, Tamil Nadu, India
[3] Anna Univ, Thiagarajar Coll Engn, Elect & Commun Engn, Madurai 625015, Tamil Nadu, India
关键词
SFDWT; PAN image; MS image; Spatial frequency; PCA; IHS;
D O I
10.1016/j.jestch.2019.01.004
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In Remote Sensing, fusion of Panchromatic (PAN) image and Multispectral (MS) image is an important technique. This paper incorporates a multiresolution image fusion algorithm based on the proposed Spatial Frequency DWT (SFDWT - Spatial Frequency Discrete Wavelet Transform) technique. In SFDWT technique, the low resolution MS image is resampled to the high resolution PAN image and fusion is done by injecting the spectral and spatial information's present in PAN and MS images onto each other using their corresponding DWT coefficients by evaluating the spatial frequency (SF - Spatial Frequency). Evaluation is carried out using Pleiades Satellite images having a resolution ratio of 1:4. Fusion simulation is done in which pan sharpened reference images are available, indicate that the proposed SFDWT technique performs better than standard DWT methods and the IHS method in terms of different evaluation indexes including Structural similarity measure (SSIM), Errur Relative Globale Adimensionnelle de Synthese (ERGAS) etc. SFDWT produces high spectral and spatial quality fused images for remote sensing applications. (C) 2019 Karabuk University. Publishing services by Elsevier B.V.
引用
收藏
页码:715 / 726
页数:12
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