Acta Optica Sinica, Volume. 40, Issue 11, 1110001(2020)

Infrared and Visible Image Fusion Method Based on Multiscale Low-Rank Decomposition

Chaoqi Chen, Xiangchao Meng*, Feng Shao, and Randi Fu
Author Affiliations
  • Faculty of Information Science and Engineering, Ningbo University, Ningbo, Zhejiang 315211, China
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    References(23)

    [1] Han J, Bhanu B. Fusion of color and infrared video for moving human detection[J]. Pattern Recognition, 40, 1771-1784(2007).

    [2] Ma J Y, Ma Y, Li C. Infrared and visible image fusion methods and applications: a survey[J]. Information Fusion, 45, 153-178(2019).

    [3] Dogra A, Goyal B, Agrawal S. From multi-scale decomposition to non-multi-scale decomposition methods: a comprehensive survey of image fusion techniques and its applications[J]. IEEE Access, 5, 16040-16067(2017).

    [4] Zhang Q, Liu Y, Blum R S et al. Sparse representation based multi-sensor image fusion for multi-focus and multi-modality images: a review[J]. Information Fusion, 40, 57-75(2018).

    [6] Bavirisetti D P, Xiao G, Liu G. Multi-sensor image fusion based on fourth order partial differential equations. [C]∥2017 20th International Conference on Information Fusion (Fusion), July 10-13, 2017, Xi'an, China. New York: IEEE, 17102397(2017).

    [7] Li H, Wu X J, Durrani T S. Infrared andvisible image fusion with ResNet and zero-phase component analysis[J]. Infrared Physics & Technology, 102, 103039(2019).

    [8] Ma Q, Zhu B, Zhang H W. Dual-band image fusion method based on VGGNet[J]. Laser & Infrared, 49, 1374-1380(2019).

    [9] Matsopoulos G K, Marshall S. Application of morphological Pyramids: fusion of MR and CT phantoms[J]. Journal of Visual Communication and Image Representation, 6, 196-207(1995).

    [10] Qu G H, Zhang D L, Yan P F. Medical image fusion by wavelet transform modulus maxima[J]. Optics Express, 9, 184-190(2001).

    [11] Nencini F, Garzelli A, Baronti S et al. Remote sensing image fusion using the curvelet transform[J]. Information Fusion, 8, 143-156(2007).

    [15] Bavirisetti D P, Dhuli R. Two-scale image fusion of visible and infrared images using saliency detection[J]. Infrared Physics & Technology, 76, 52-64(2016).

    [16] Liu G, Lin Z, Yu Y. Robust subspace segmentation by low-rank representation. [C]∥The 27th International Conference on Machine Learning, June 21-24, 2010, Haifa, Israel. New York: ACM, 663-670(2010).

    [17] Liu G C, Yan S C. Latent low-rank representation for subspace segmentation and feature extraction. [C]∥2011 International Conference on Computer Vision, November 6-13, 2011. Barcelona, Spain. New York: IEEE, 1615-1622(2011).

    [19] Ong F, Lustig M. Beyond low rank+sparse:multiscale low rank matrix decomposition[J]. IEEE Journal of Selected Topics in Signal Processing, 10, 672-687(2016).

    [20] Liu Y, Chen X, Peng H et al. Multi-focus image fusion with a deep convolutional neural network[J]. Information Fusion, 36, 191-207(2017).

    [21] Zhan K, Kong L W, Liu B et al. Multimodal image seamless fusion[J]. Journal of Electronic Imaging, 28, 023027(2019).

    [22] Ma J Y, Chen C, Li C et al. Infrared and visible image fusion via gradient transfer and total variation minimization[J]. Information Fusion, 31, 100-109(2016).

    [23] Xydeas C S, Petrovic V. Objective image fusion performance measure[J]. Electronics Letters, 36, 308-309(2000).

    CLP Journals

    [1] CHEN Jinni, CHEN Yuyang, LI Yunhong, BAI Xiaohua. Fusion of Infrared Intensity and Polarized Images Based on Structure and Decomposition[J]. Infrared Technology, 2023, 45(3): 257

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    Chaoqi Chen, Xiangchao Meng, Feng Shao, Randi Fu. Infrared and Visible Image Fusion Method Based on Multiscale Low-Rank Decomposition[J]. Acta Optica Sinica, 2020, 40(11): 1110001

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    Paper Information

    Category: Image Processing

    Received: Jan. 17, 2020

    Accepted: Feb. 27, 2020

    Published Online: Jun. 10, 2020

    The Author Email: Meng Xiangchao (mengxiangchao@nbu.edu.cn)

    DOI:10.3788/AOS202040.1110001

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