Browsing by Author "Pesare, Davide"

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    De-lighting a High-resolution Picture for Material Acquisition
    (The Eurographics Association, 2019) Martin, Rosalie; Meyer, Arthur; Pesare, Davide; Boubekeur, Tamy and Sen, Pradeep
    We propose a deep-learning based method for the removal of shades, projected shadows and highlights from a single picture of a quasi-planar surface captured in natural lighting conditions with any kind of camera device. To achieve this, we train an encoder-decoder to process physically based materials, rendered under various lighting conditions, to infer its spatially-varying albedo. Our network processes relatively small image tiles (512x512 pixels) and we propose a solution to handle larger image resolutions by solving a Poisson system across these tiles.