Panchromatic and Multispectral Image Fusion Using 2D Nonseparable Lifting Transform

被引:0
|
作者
Shi, Yan [1 ]
机构
[1] Beijing Inst Technol, Sch Informat & Elect, Beijing Key Lab Fract Signals & Syst, Beijing, Peoples R China
来源
PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND APPLICATIONS (WCNA2017) | 2017年
基金
中国国家自然科学基金;
关键词
Image fusion; Pansharpening; Nonseparable lifting transform; Neville filter; MULTIRESOLUTION; IHS;
D O I
10.1145/3180496.3180637
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
(1)Pansharpening is a fusion technique that merges panchromatic (PAN) images and multispectral (MS) images to create fused products of high spatial and spectral resolutions. A number of pansharpening approaches have been developed based on multiresolution analysis (MRA). This paper proposes a novel pansharpening technique using the 2D nonseparable lifting transform (NLT). It is demonstrated that the lifting structure which consists of predict-update steps can realize the pansharpening task simultaneously. In addition, the NLT possesses the predefined vanishing moments which make the representation sparse and reduce the spectral distortion significantly. Experimental results show that the proposed fusion method has an advantage on retaining spectral information while enhancing the spatial details. And it outperforms other state-of-the-art methods.
引用
收藏
页码:225 / 229
页数:5
相关论文
共 50 条
  • [41] A Multispectral and Panchromatic Image Fusion Method Based on NSST and PCA
    Mi, Pengbo
    Yang, Yi
    Zhang, Sixian
    Zhang, Meng
    Jiang, Qinghua
    2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 3340 - 3345
  • [42] 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
  • [43] Sparse Tensor Prior for Hyperspectral, Multispectral, and Panchromatic Image Fusion
    Tian, Xin
    Zhang, Wei
    Yu, Dian
    Ma, Jiayi
    IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2023, 10 (01) : 284 - 286
  • [44] HyperNet: A deep network for hyperspectral, multispectral, and panchromatic image fusion
    Li, Kun
    Zhang, Wei
    Yu, Dian
    Tian, Xin
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2022, 188 : 30 - 44
  • [45] The lifting factorization of 2D 4-channel nonseparable wavelet transforms
    Liu, Bin
    Liu, Weijie
    INFORMATION SCIENCES, 2018, 456 : 113 - 130
  • [46] Spectral-Spatial Interaction Network for Multispectral Image and Panchromatic Image Fusion
    Nie, Zihao
    Chen, Lihui
    Jeon, Seunggil
    Yang, Xiaomin
    REMOTE SENSING, 2022, 14 (16)
  • [47] Panchromatic and Multispectral images Fusion Using Sparse Representation
    Ghamchili, Mehdi
    Ghassemian, Hassan
    2017 19TH CSI INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP), 2017, : 80 - 84
  • [48] Image coding using 2D wavelet transform
    Liu, Qi
    Han, Chengde
    1996, (08):
  • [49] Comparison of Image Fusion Methods to Merge KOMPSAT-2 Panchromatic and Multispectral Images
    Oh, Kwan-Young
    Jung, Hyung-Sup
    Lee, Kwang-Jae
    KOREAN JOURNAL OF REMOTE SENSING, 2012, 28 (01) : 39 - 54
  • [50] 2D MRI intermodal hybrid brain image fusion using stationary wavelet transform
    Babu, G.
    Sivakumar, R.
    INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2020, 32 (02) : 123 - 143