Multiscale Image Fusion for Pansharpening of Multispectral Images using Saliency Detection

被引:0
|
作者
Shruti [1 ]
Budhiraja, Sumit [1 ]
机构
[1] Panjab Univ, UIET, Elect & Commun Engn, Chandigarh, India
关键词
MS image; Pan image; fusion; pansharpening; saliency detection; SATELLITE;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Pansharpening is a technique used for fusion of low spatial resolution multispectral images with high spatial resolution panchromatic image. The objective of pansharpening is to enhance the spatial resolution of multispectral image while preserving its spectral information. The commonly used pansharpening methods like IHS, PCA, Gram Schmidt and Wavelet based method compromise either on spatial or spectral resolution. This paper presents a modified multiresolution analysis based pansharpening technique that is based on saliency detection of an image. This method fuses the spatial and spectral information of the images independently; therefore the fused image is obtained with high spatial as well as spectral information. The technique has been implemented on different datasets of multispectral and panchromatic images using different sets of fusion rules. The results reveal that the modified saliency detection based pansharpening technique performs better than the existing pansharpening technique and other commonly used pansharpening techniques.
引用
收藏
页码:361 / 366
页数:6
相关论文
共 50 条
  • [21] Using saliency detection to improve multi-focus image fusion
    Babahenini, Sarra
    Charif, Fella
    Cherif, Foudil
    Taleb-Ahmed, Abdelmalik
    Ruichek, Yassine
    INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2021, 12 (03) : 81 - 92
  • [22] Multispectral image pansharpening based on the contourlet transform
    Amro, Israa
    Mateos, Javier
    2009 INTERNATIONAL WORKSHOP ON INFORMATION OPTICS, 2010, 206
  • [23] Ship detection in SAR images by saliency analysis of multiscale superpixels
    Han, Ling
    Liu, Dongsheng
    Guan, Dongdong
    REMOTE SENSING LETTERS, 2022, 13 (07) : 708 - 715
  • [24] Joint Image Registration and Fusion for Panchromatic and Multispectral Images
    Zhang, Qian
    Cao, Zhiguo
    Hu, Zhongwen
    Jia, Yonghong
    Wu, Xiaoliang
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 12 (03) : 467 - 471
  • [25] Image Classification Using Multiscale Information Fusion Based on Saliency Driven Nonlinear Diffusion Filtering
    Hu, Weiming
    Hu, Ruiguang
    Xie, Nianhua
    Ling, Haibin
    Maybank, Stephen
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (04) : 1513 - 1526
  • [26] A saliency-based multiscale approach for infrared and visible image fusion
    Chen, Jun
    Wu, Kangle
    Cheng, Zhuo
    Luo, Linbo
    SIGNAL PROCESSING, 2021, 182
  • [27] Multiscale Fusion of Panchromatic and Multispectral Images Based on Adaptive Iterative Filtering
    Zhang, Zhiqi
    Xu, Jun
    Wang, Xinhui
    Xie, Guangqi
    Wei, Lu
    REMOTE SENSING, 2024, 16 (01)
  • [28] MULTISCALE INFRARED AND VISIBLE IMAGE FUSION BASED ON PHASE CONGRUENCY AND SALIENCY
    Chen, Jun
    Wu, Kangle
    Luo, Linbo
    Chen, Xiaoqiang
    Gu, Yue
    Tian, Xin
    IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 224 - 227
  • [29] Ship Detection in Multispectral Remote Sensing Images via Saliency Analysis
    Wang, Wensheng
    Ren, Jianxin
    Su, Chang
    Huang, Min
    APPLIED OCEAN RESEARCH, 2021, 106
  • [30] Improving unsupervised saliency detection by migrating from RGB to multispectral images
    Martinez, Miguel A.
    Etchebehere, Sergi
    Valero, Eva M.
    Nieves, Juan L.
    COLOR RESEARCH AND APPLICATION, 2019, 44 (06): : 875 - 885