Perspective photometric stereo with shadows

Roberto Mecca, Guy Rosman, Ron Kimmel, Alfred M. Bruckstein

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

High resolution reconstruction of 3D surfaces from images remains an active area of research since most of the methods in use are based on practical assumptions that limit their applicability. Furthermore, an additional complication in all active illumination 3D reconstruction methods is the presence of shadows, whose presence cause loss of information in the image data. We present an approach for the reconstruction of surfaces via Photometric Stereo, based on the perspective formulation of the Shape from Shading problem, solved via partial differential equations. Unlike many photometric stereo solvers that use computationally costly variational methods or a two-step approach, we use a novel, well-posed, differential formulation of the problem that enables us to solve a first order partial differential equation directly via an alternating directions raster scanning scheme. The resulting formulation enables surface computation for very large images and allows reconstruction in the presence of shadows.

Original languageEnglish
Title of host publicationScale Space and Variational Methods in Computer Vision - 4th International Conference, SSVM 2013, Proceedings
Pages258-269
Number of pages12
DOIs
StatePublished - 2013
Event4th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2013 - Leibnitz, Austria
Duration: 2 Jun 20136 Jun 2013

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume7893 LNCS

Conference

Conference4th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2013
Country/TerritoryAustria
CityLeibnitz
Period2/06/136/06/13

Keywords

  • Perspective Shape from Shading
  • Photometric Stereo
  • Shadows
  • semi-Lagrangian scheme
  • up-wind scheme

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • General Computer Science

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