Acta Photonica Sinica, Volume. 52, Issue 4, 0410004(2023)

Light Field All-in-focus Image Fusion Based on MDLatLRR and KPCA

Zefeng HUANG, Shen YANG*, Huiping DENG, and Qingson LI
Author Affiliations
  • School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, China
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    References(22)

    [1] NG R, LEVOY M, BREDIF M et al. Light field photography with a hand-held plenoptic camera[J]. Technical Report CTSR, 2(2005).

    [2] PARK J H, LEE S K, JO N Y et al. Light ray field capture using focal plane sweeping and its optical reconstruction using 3D displays[J]. Optics Express, 22, 25444-25454(2014).

    [3] YU L A, LEI W A, JC A et al. Multi-focus image fusion: a survey of the state of the art[J]. Information Fusion, 64, 71-91(2020).

    [4] WU Y, WANG Y, LIANG J et al. Light field all-in-focus image fusion based on spatially-guided angular information[J]. Journal of Visual Communication and Image Representation, 72, 102878(2020).

    [5] XIE Yinxian, WU Yingchun, WANG Yumei et al. Light field all-in-focus image fusion based on wavelet domain definition evaluation[J]. Journal of Beijing University of Aeronautics and Astronautics, 45, 1848-1854(2019).

    [6] SU Boni. Light field all-in-focus image generation method based on gradient domain[J]. Journal of Southwest University (Natural Science), 42, 174-182(2020).

    [7] BAI X, LIU M, CHEN Z et al. Multi-focus image fusion through gradient-based decision map construction and mathematical morphology[J]. IEEE Access, 4, 4749-4760(2016).

    [8] MA J, ZHOU Z, WANG B et al. Infrared and visible image fusion based on visual saliency map and weighted least square optimization[J]. Infrared Physics & Technology, 82, 8-17(2017).

    [9] SCHÖLKOPF B, SMOLA A, MÜLLER K R. Nonlinear component analysis as a kernel eigenvalue problem[J]. Neural Computation, 10, 1299-1319(1998).

    [10] CAO L J, CHUA K S, CHONG W K et al. A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine[J]. Neurocomputing, 55, 321-336(2003).

    [11] HONAUER K, JOHANNSEN O, KONDERMANN D et al. A dataset and evaluation methodology for depth estimation on 4D light fields[C], 19-34(2016).

    [12] MA J, ZHOU Z, BO W et al. Multi-focus image fusion based on multi-scale focus measures and generalized random walk[C], 5464-5468(2017).

    [13] PANIGRAHY C, SEAL A, MAHATO N K. Fractal dimension based parameter adaptive dual channel PCNN for multi-focus image fusion[J]. Optics and Lasers in Engineering, 133, 106141(2020).

    [14] YU Z A, YU L B, PENG S C et al. IFCNN: A general image fusion framework based on convolutional neural network[J]. Information Fusion, 54, 99-118(2020).

    [15] BAVIRISETTI D P, XIAO G, ZHAO J et al. Multi-scale guided image and video fusion: a fast and efficient approach[J]. Circuits Systems and Signal Processing, 38, 5576-5605(2019).

    [16] YU L, LIU S, WANG Z. A general framework for image fusion based on multi-scale transform and sparse representation[J]. Information Fusion, 24, 147-164(2015).

    [17] LIU Y, CHEN X, WARD R K et al. Image fusion with convolutional sparse representation[J]. IEEE Signal Processing Letters, 23, 1882-1886(2016).

    [18] MOUSNIER A, VURAL E, GUILLEMOT C. Partial light field tomographic reconstruction from a fixed-camera focal stack[J]. arXiv preprint(2015).

    [19] MA J, MA Y, LI C. Infrared and visible image fusion methods and applications: a survey[J]. Information Fusion, 153-178(2019).

    [20] CVEJIC N, OZA A, BULL D et al. A similarity metric for assessment of image fusion algorithms[J]. International Journal of Signal Processing, 2, 178-182(2005).

    [21] YIN C, BLUM R S. A new automated quality assessment algorithm for image fusion[J]. Image & Vision Computing, 27, 1421-1432(2009).

    [22] HAO C, VARSHNEY P K. A human perception inspired quality metric for image fusion based on regional information[J]. Information Fusion, 8, 193-207(2007).

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    Zefeng HUANG, Shen YANG, Huiping DENG, Qingson LI. Light Field All-in-focus Image Fusion Based on MDLatLRR and KPCA[J]. Acta Photonica Sinica, 2023, 52(4): 0410004

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    Paper Information

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    Received: Jul. 21, 2022

    Accepted: Aug. 30, 2022

    Published Online: Jun. 21, 2023

    The Author Email: Shen YANG (yangshen@wust.edu.cn)

    DOI:10.3788/gzxb20235204.0410004

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