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    Reflection Separation in Light Fields based on Sparse Coding and Specular Flow

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    Date
    2016
    Author
    Sulc, Antonin
    Alperovich, Anna
    Marniok, Nico
    Goldluecke, Bastian
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    Abstract
    We present a method to separate a dichromatic reflection component from diffuse object colors for the set of rays in a 4D light field such that the separation is consistent across all subaperture views. The separation model is based on explaining the observed light field as a sparse linear combination of a constant-color specular term and a small finite set of albedos. Consistency across the light field is achieved by embedding the ray-wise separation into a global optimization framework. On each individual epipolar plane image (EPI), the diffuse coefficients need to be constant along lines which are the projections of the same scene point, while the specular coefficient needs to be constant along the direction of the specular flow within the epipolar volume. We handle both constraints with depth-dependent anisotropic regularizers, and demonstrate promising performance on a number of real-world light fields captured with a Lytro Illum plenoptic camera.
    BibTeX
    @inproceedings {10.2312:vmv.20161352,
    booktitle = {Vision, Modeling & Visualization},
    editor = {Matthias Hullin and Marc Stamminger and Tino Weinkauf},
    title = {{Reflection Separation in Light Fields based on Sparse Coding and Specular Flow}},
    author = {Sulc, Antonin and Alperovich, Anna and Marniok, Nico and Goldluecke, Bastian},
    year = {2016},
    publisher = {The Eurographics Association},
    ISSN = {-},
    ISBN = {978-3-03868-025-3},
    DOI = {10.2312/vmv.20161352}
    }
    URI
    http://dx.doi.org/10.2312/vmv.20161352
    https://diglib.eg.org:443/handle/10.2312/vmv20161352
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    Eurographics Association copyright © 2013 - 2023 
    Send Feedback | Contact - Imprint | Data Privacy Policy | Disable Google Analytics
    Theme by @mire NV
    System hosted at  Graz University of Technology.
    TUGFhA