Laser & Optoelectronics Progress, Volume. 58, Issue 22, 2210009(2021)

Multi-Source Image Fusion Based on Low-Rank Decomposition and Convolutional Sparse Coding

Jiaxin Wang1, Sheng Chen2, and Minghong Xie1、*
Author Affiliations
  • 1Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan, 650500, China
  • 2Gree Electric Appliances, INC. of Zhuhai, Zhuhai, Guangdong 519000, China
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    References(35)

    [1] Tang C Y, Pu S L, Ye P Z et al. Fusion of low-illuminance visible and near-infrared images based on convolutional neural networks[J]. Acta Optica Sinica, 40, 1610001(2020).

    [2] Ma J Y, Yu W, Liang P W et al. FusionGAN: a generative adversarial network for infrared and visible image fusion[J]. Information Fusion, 48, 11-26(2019).

    [3] Wang M, Liu X W, Jin H P. A generative image fusion approach based on supervised deep convolution network driven by weighted gradient flow[J]. Image and Vision Computing, 86, 1-16(2019).

    [4] Li H F, Qiu H M, Yu Z T et al. Multifocus image fusion via fixed window technique of multiscale images and non-local means filtering[J]. Signal Processing, 138, 71-85(2017).

    [5] Li H F, Qiu H M, Yu Z T et al. Infrared and visible image fusion scheme based on NSCT and low-level visual features[J]. Infrared Physics & Technology, 76, 174-184(2016).

    [6] Zhou Y R, Geng A H, Wang Y et al. Contrast enhanced fusion of infrared and visible images[J]. Chinese Journal of Lasers, 41, 0909001(2014).

    [7] Li S Y, Liu Y H, Zhang R F. Fine-grained image classification based on multi-scale feature fusion[J]. Laser & Optoelectronics Progress, 57, 121002(2020).

    [9] 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).

    [10] Cao Y Q, Yang S C. Image fusion method based on convolution sparse representation[J]. Navigation and Control, 19, 97-105(2020).

    [12] Li H, Manjunath B S, Mitra S K. Multisensor image fusion using the wavelet transform[J]. Graphical Models and Image Processing, 57, 235-245(1995).

    [13] da Cunha A L, Zhou J, Do M N. The nonsubsampled contourlet transform: theory, design, and applications[J]. IEEE Transactions on Image Processing, 15, 3089-3101(2006).

    [14] Candès E, Demanet L, Donoho D et al. Fast discrete curvelet transforms[J]. Multiscale Modeling & Simulation, 5, 861-899(2006).

    [15] Burt P J. The Pyramid as a structure for efficient computation[M]. //Rosenfeld A. Multiresolution image processing and analysis. Springer series in information sciences, 12, 6-35(1984).

    [16] Zhu Z H, Ren X N, Chen Z. Integrated detection and tracking of workforce and equipment from construction jobsite videos[J]. Automation in Construction, 81, 161-171(2017).

    [17] Li H F, He X G, Tao D P et al. Joint medical image fusion, denoising and enhancement via discriminative low-rank sparse dictionaries learning[J]. Pattern Recognition, 79, 130-146(2018).

    [19] Chen Y M. Research and application of image fusion algorithm based on sparse representation[D](2018).

    [20] Peng Y G, Suo J L, Dai Q H et al. From compressed sensing to low-rank matrix recovery: theory and applications[J]. Acta Automatica Sinica, 39, 981-994(2013).

    [21] Ekenel H K, Stiefelhagen R. Why is facial occlusion a challenging problem?[M]. //Tistarelli M, Nixon M S. Advances in biometrics. Lecture notes in computer science, 5558, 299-308(2009).

    [22] Wohlberg B. Efficient algorithms for convolutional sparse representations[J]. IEEE Transactions on Image Processing, 25, 301-315(2016).

    [23] Cai J F, Candès E J, Shen Z W. A singular value thresholding algorithm for matrix completion[J]. SIAM Journal on Optimization, 20, 1956-1982(2010).

    [24] Wohlberg B. Efficient convolutional sparse coding[C]. //2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 4-9, 2014, Florence, Italy, 14447872(2014).

    [25] Wohlberg B. Efficient convolutional sparse coding[C]. //2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 4-9, 2014, Florence, Italy., 7173-7177(2014).

    [26] Liu Y, Wang Z F. Simultaneous image fusion and denoising with adaptive sparse representation[J]. IET Image Processing, 9, 347-357(2015).

    [27] Zhu Z Q, Yin H P, Chai Y et al. A novel multi-modality image fusion method based on image decomposition and sparse representation[J]. Information Sciences, 432, 516-529(2018).

    [28] Kim M, Han D K, Ko H. Joint patch clustering-based dictionary learning for multimodal image fusion[J]. Information Fusion, 27, 198-214(2016).

    [29] Zhu Z Q, Chai Y, Yin H P et al. A novel dictionary learning approach for multi-modality medical image fusion[J]. Neurocomputing, 214, 471-482(2016).

    [30] Liu Y, Liu S P, Wang Z F. A general framework for image fusion based on multi-scale transform and sparse representation[J]. Information Fusion, 24, 147-164(2015).

    [31] Hossny M, Nahavandi S, Creighton D. Comments on ‘information measure for performance of image fusion’[J]. Electronics Letters, 44, 1066-1067(2008).

    [32] Wang Q, Shen Y, Jin J. Performance evaluation of image fusion techniques[M]. //Stathaki T. Image fusion. Algorithms and applications, 469-492(2008).

    [33] Wang P W, Liu B. A novel image fusion metric based on multi-scale analysis[C]. //2008 9th International Conference on Signal Processing, October 26-29, 2008, Beijing, China., 965-968(2008).

    [34] Qu GH, Zhang D L, Yan P F. Information measure for performance of image fusion[J]. Electronics Letters, 38, 313-315(2002).

    [35] Petrović V S, Xydeas C S. Sensor noise effects on signal-level image fusion performance[J]. Information Fusion, 4, 167-183(2003).

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    Jiaxin Wang, Sheng Chen, Minghong Xie. Multi-Source Image Fusion Based on Low-Rank Decomposition and Convolutional Sparse Coding[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2210009

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    Paper Information

    Category: Image Processing

    Received: Nov. 19, 2020

    Accepted: Feb. 4, 2021

    Published Online: Nov. 5, 2021

    The Author Email: Minghong Xie (minghongxie@kust.edu.cn)

    DOI:10.3788/LOP202158.2210009

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