Acta Optica Sinica, Volume. 43, Issue 19, 1911004(2023)

Disparity Estimation Method Based on Focal Stack Disparity Dimension Super-Resolution

Yukai Wang, Chang Liu*, and Jun Qiu
Author Affiliations
  • Institute of Applied Mathematics, Beijing Information Science and Technology University, Beijing 100101, China
  • show less
    References(38)

    [1] Levoy M, Hanrahan P[M]. Light field rendering, 31-42(1996).

    [2] Rajagopalan A N, Chaudhuri S, Mudenagudi U. Depth estimation and image restoration using defocused stereo pairs[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26, 1521-1525(2004).

    [3] Strecke M, Alperovich A, Goldluecke B. Accurate depth and normal maps from occlusion-aware focal stack symmetry[C], 2529-2537(2017).

    [4] Lin H T, Chen C, Kang S B et al. Depth recovery from light field using focal stack symmetry[C], 3451-3459(2016).

    [5] Huang Z Y, Fessler J A, Norris T B et al. Light-field reconstruction and depth estimation from focal stack images using convolutional neural networks[C], 8648-8652(2020).

    [6] Ma Z Y, He K M, Wei Y C et al. Constant time weighted Median filtering for stereo matching and beyond[C], 49-56(2014).

    [7] Zhang Q, Xu L, Jia J Y. 100 times faster weighted median filter (WMF)[C], 2830-2837(2014).

    [8] Guo X J, Li Y, Ma J Y et al. Mutually guided image filtering[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 694-707(2020).

    [9] Levin A, Durand F. Linear view synthesis using a dimensionality gap light field prior[C], 1831-1838(2010).

    [10] Liu C, Qiu J, Jiang M. Light field reconstruction from projection modeling of focal stack[J]. Optics Express, 25, 11377-11388(2017).

    [11] Sakamoto T, Kodama K, Hamamoto T. A study on efficient compression of multi-focus images for dense Light-Field reconstruction[C](2013).

    [12] Mousnier A, Vural E, Guillemot C. Partial light field tomographic reconstruction from a fixed-camera focal stack[J]. Computer Science, 22, 347-356(2015).

    [13] Yin X W, Wang G J, Li W T et al. Iteratively reconstructing 4D light fields from focal stacks[J]. Applied Optics, 55, 8457-8463(2016).

    [14] Blocker C J, Chun Y, Fessler J A. Low-rank plus sparse tensor models for light-field reconstruction from focal stack data[C](2018).

    [15] Xiao Y H, Wang G J, Hu X W et al. Guided, fusion-based, large depth-of-field 3D imaging using a focal stack[J]. Sensors, 19, 4845(2019).

    [16] Zhang C, Bastian J, Shen C H et al. Extended depth-of-field via focus stacking and graph cuts[C], 1272-1276(2014).

    [17] Jacobs D E, Baek J, Levoy M. Focal stack compositing for depth of field control[R](2012).

    [18] Ng R, Levoy M, Bredif M et al. Light field photography with a hand-held plenoptic camera[R](2005).

    [19] Veeraraghavan A, Raskar R, Agrawal A et al. Dappled photography: mask enhanced cameras for heterodyned light fields and coded aperture refocusing[J]. ACM Transactions on Graphics, 26.

    [20] Levoy M. Light fields and computational imaging[J]. Computer, 39, 46-55(2006).

    [21] Ng R. Digital light field photography[D](2006).

    [22] Ng R. Fourier slice photography[J]. ACM Transactions on Graphics, 24, 735-744(2005).

    [23] Arroyo S D P. Modeling and applications of the focus cue in conventional digital cameras[D](2013).

    [24] Le Pendu M, Guillemot C, Smolic A. A Fourier disparity layer representation for light fields[J]. IEEE Transactions on Image Processing, 28, 5740-5753(2019).

    [25] Pérez F, Pérez A, Rodríguez M et al. Fourier slice super-resolution in plenoptic cameras[C](2012).

    [26] Wei F, Liu C, Qiu J. Scene parallax reconstruction based on Fourier parallax layer expression of light field[J]. Acta Optica Sinica, 42, 1610001(2022).

    [27] Shi L G, Qiu J, Liu C et al. Disparity reconstruction algorithm based on YCbCr light field data[J]. Laser & Optoelectronics Progress, 59, 0211002(2022).

    [28] Li Y N, Wang X, Zhou G Q et al. Overview of 4D light field representation[J]. Laser & Optoelectronics Progress, 58, 1811012(2021).

    [29] Li Y N, Wang X, Zhu H et al. Deep anti-aliasing of whole focal stack using slice spectrum[J]. IEEE Transactions on Computational Imaging, 7, 1328-1340(2021).

    [30] Chang A C, Sung T P, Shih K T et al. Anti-aliasing for light field rendering[C](2014).

    [31] Xiao Z L, Wang Q, Zhou G Q et al. Aliasing detection and reduction scheme on angularly undersampled light fields[J]. IEEE Transactions on Image Processing, 26, 2103-2115(2017).

    [32] Isaksen A, McMillan L, Gortler S J. Dynamically reparameterized light fields[C], 297-306(2000).

    [33] Nava F P, Luke J P. Simultaneous estimation of super-resolved depth and all-in-focus images from a plenoptic camera[C](2009).

    [34] Xiao Z L, Shi J L, Jiang X R et al. A learning-based view extrapolation method for axial super-resolution[J]. Neurocomputing, 455, 229-241(2021).

    [35] Xiao Z L, Liu H A, Jin H Y. COLF-GAN: learning to axial super-resolve focal stacks[J]. IET Image Processing, 16, 1949-1958(2022).

    [36] Levin A, Fergus R, Durand F et al. Image and depth from a conventional camera with a coded aperture[J]. ACM Transactions on Graphics, 26.

    [37] Ali U, Mahmood M T. Robust focus volume regularization in shape from focus[J]. IEEE Transactions on Image Processing, 30, 7215-7227(2021).

    Tools

    Get Citation

    Copy Citation Text

    Yukai Wang, Chang Liu, Jun Qiu. Disparity Estimation Method Based on Focal Stack Disparity Dimension Super-Resolution[J]. Acta Optica Sinica, 2023, 43(19): 1911004

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Imaging Systems

    Received: Mar. 29, 2023

    Accepted: Apr. 24, 2023

    Published Online: Sep. 28, 2023

    The Author Email: Chang Liu (liu.chang.cn@ieee.org)

    DOI:10.3788/AOS230727

    Topics