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2023
Book Article
Title

Light field processing for media applications

Title Supplement
From practical challenges to neural rendering
Abstract
Light fields describe the amount and direction of light rays flowing through every point in space. They allow reproducing different perspectives of a captured scene or a digitized object. This is particularly beneficial for photo-realistic virtual reality scenarios. Unfortunately, practical applications are still rare, as capturing and processing of information divided up in rich angular and spatial details contained in a light field is difficult. To overcome this situation, this chapter will describe algorithms and software solutions for both sparse and dense light fields. At first, a complete pipeline from capturing and processing to rendering of light fields is described. Light field capture is performed using a custom-built camera array. A node-based processing solution in a professional post-production environment permits to steer the light field reconstruction process for best achievable quality. The result can then be integrated into a VR environment with the help of a game engine. In the second part of this chapter, possibilities of neural networks to increase achievable rendering quality or reduce processing and capturing efforts are explored in detail.
Author(s)
Keinert, Joachim  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Fink, Laura
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Goldmann, Florian
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Gul, Muhammad Shahzeb Khan  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Jaschke, Tobias  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Prappacher, Nico
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Ziegler, Matthias  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Bätz, Michel  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Fößel, Siegfried  
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Mainwork
Immersive Video Technologies  
DOI
10.1016/B978-0-32-391755-1.00015-8
Language
English
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Keyword(s)
  • light field processing and rendering

  • depth image-based rendering

  • geometric calibration

  • real-time rendering

  • neural light field algorithms

  • post production

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