Ir al contenido

Documat


A nonlocal variational modelfor retinex image decomposition

  • Autores: Frank W. Hammond Espinosa, Catalina Sbert Juan Árbol académico
  • Localización: Investigaciones DACIU 2022-2023: Una publicación que refleja los trabajos realizados por los participantes en el programa DACIU en su primera edición, 2023, ISBN 978-84-09-50462-6, págs. 507-513
  • Idioma: inglés
  • Enlaces
  • Resumen
    • Unlike the human vision system, which is able to recognize color under different illuminationconditions, the information captured by a digital camera highly depends on the light reflectedby the objects in the scene. The Retinex theory assumes that a digital image can be decomposedinto a luminance component and a reflectance component. In this work, we propose a variationalmodel to solve the ill-posed inverse problem of estimating luminance and reflectance from agiven observation. We promote spatial smoothness for the illuminance in a suitable Sobolevspace and introduce nonlocal regularization, which takes advantage of image self-similarities,for the reflectance. A theoretical analysis of the resulting energy functional is provided

  • Referencias bibliográficas
    • [1] L. Ambrosio, N. Fusco, and D. Pallara. Functions of Bounded Variation and Free Discontinuity Problems. Oxford Mathematical Monographs....
    • [2] H. Brézis. Functional analysis, Sobolev spaces and partial differential equations, volume 2. Springer, 2011.
    • [3] B. Dacorogna. Direct methods in the calculus of variations, volume 78. Springer Science & Business Media, 2007.
    • [4] B. Dacorogna. Direct Methods in the Calculus of Variations, volume 78 of Applied Mathematical Sciences. Springer-Verlag New York, second...
    • [5] J. Duran, A. Buades, B. Coll, and C. Sbert. A nonlocal variational model for pansharpening image fusion. SIAM Journal on Imaging Sciences,...
    • [6] G. Gilboa and S. Osher. Nonlocal operators with applications to image processing. Multiscale Model. Simmul., 7(3):1005–1028, 2008.
    • [7] E. H. Land and J. J. McCann. Lightness and retinex theory. Josa, 61(1):1–11, 1971.
    • [8] M. K. Ng and W. Wang. A total variation model for retinex. SIAM Journal on Imaging Sciences, 4(1):345–365, 2011.
    • [9] L. I. Rudin, S. Osher, and E. Fatemi. Nonlinear total variation based noise removal algorithms. Physica D: nonlinear phenomena, 60(1-4):259–268,...

Fundación Dialnet

Mi Documat

Opciones de artículo

Opciones de compartir

Opciones de entorno