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Beyond multi-view stereo: Shading-reflectance decomposition

  • Jean Mélou
  • , Yvain Quéau
  • , Jean Denis Durou
  • , Fabien Castan
  • , Daniel Cremers
  • ISAE-Université de Toulouse
  • Mikros Image
  • Technical University of Munich

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

8 Scopus citations

Abstract

We introduce a variational framework for separating shading and reflectance from a series of images acquired under different angles, when the geometry has already been estimated by multi-view stereo. Our formulation uses an l1-TV variational framework, where a robust photometric-based data term enforces adequation to the images, total variation ensures piecewise-smoothness of the reflectance, and an additional multi-view consistency term is introduced for resolving the arising ambiguities. Optimisation is carried out using an alternating optimisation strategy building upon iteratively reweighted least-squares. Preliminary results on both a synthetic dataset, using various lighting and reflectance scenarios, and a real dataset, confirm the potential of the proposed approach.

Original languageEnglish
Title of host publicationScale Space and Variational Methods in Computer Vision - 6th International Conference, SSVM 2017, Proceedings
EditorsFrancois Lauze, Yiqiu Dong, Anders Bjorholm Dahl
PublisherSpringer Verlag
Pages694-705
Number of pages12
ISBN (Print)9783319587707
DOIs
StatePublished - 2017
Event6th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2017 - Kolding, Denmark
Duration: 4 Jun 20178 Jun 2017

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume10302 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference6th International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2017
Country/TerritoryDenmark
CityKolding
Period4/06/178/06/17

Keywords

  • Multi-view
  • Reflectance
  • Shading
  • Variational methods

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