Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning

In this paper, we present a method that estimates reflectance and illumination information from a single image depicting a single-material specular object from a given class under natural illumination. We follow a data-driven, learning-based approach trained on a very large dataset, but in contrast...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 40(2018), 8 vom: 15. Aug., Seite 1932-1947
1. Verfasser: Georgoulis, Stamatios (VerfasserIn)
Weitere Verfasser: Rematas, Konstantinos, Ritschel, Tobias, Gavves, Efstratios, Fritz, Mario, Van Gool, Luc, Tuytelaars, Tinne
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2018
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't