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Remote sensing (Basel, Switzerland), 2020-11, Vol.12 (21), p.3488
2020
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Autor(en) / Beteiligte
Titel
SREVAS: Shading Based Surface Refinement under Varying Albedo and Specularity
Ist Teil von
  • Remote sensing (Basel, Switzerland), 2020-11, Vol.12 (21), p.3488
Ort / Verlag
Basel: MDPI AG
Erscheinungsjahr
2020
Quelle
EZB-FREE-00999 freely available EZB journals
Beschreibungen/Notizen
  • Shape-from-shading and stereo vision are two complementary methods to reconstruct 3D surface from images. Stereo vision can reconstruct the overall shape well but is vulnerable in texture-less and non-Lambertian areas where shape-from-shading can recover fine details. This paper presents a novel, generic shading based method to refine the surface generated by multi-view stereo. Different from most of the shading based surface refinement methods, the new development does not assume the ideal Lambertian reflectance, known illumination, or uniform surface albedo. Instead, specular reflectance is taken into account while the illumination can be arbitrary and the albedo can be non-uniform. Surface refinement is achieved by solving an objective function where the imaging process is modeled with spherical harmonics illumination and specular reflectance. Our experiments are carried out using images of indoor scenes with obvious specular reflection and of outdoor scenes with a mixture of Lambertian and specular reflections. Comparing to surfaces created by current multi-view stereo and shape-from-shading methods, the developed method can recover more fine details with lower omission rates (6.11% vs. 24.25%) in the scenes evaluated. The benefit is more apparent when the images are taken with low-cost, off-the-shelf cameras. It is therefore recommended that a general shading model consisting of varying albedo and specularity shall be used in routine surface reconstruction practice.
Sprache
Englisch
Identifikatoren
ISSN: 2072-4292
eISSN: 2072-4292
DOI: 10.3390/rs12213488
Titel-ID: cdi_doaj_primary_oai_doaj_org_article_7c625408713c4242aba30c4b8d4446f7

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