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High resolution free-view interpolation of planar structure

  • SUNY Buffalo
  • Futurewei Technologies, Inc.

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

4 Scopus citations

Abstract

In many applications, users desire to access a random viewing angle of a scene in high resolution while this specifically queried imagery is not among the acquired sample images. In theory, 3D reconstruction based rendering can generate such an image. However, accurate camera calibration over large scale photo collections is needed and is highly complex in nature. Image stitching based approachescan also be applied. However, such scheme is unable to provide free view interpolation or resolution enhancement. In this paper, we present a novel free view image super-resolution scheme to interpolate free views for planar structures. We construct a Bayesian model and marginalize it over photometric regulation and geometric registration parameters applying the Lie group theory. Experimental results show that the proposed scheme is able to achieve desired performance against the state-of-the-art image super-resolution approaches and successfully obtain registration in full 6 degree-of-freedom (DOF). Compared with existing image based rendering schemes, the proposed scheme achieves free view interpolation for planar structures with higher resolution and less distortion.

Original languageEnglish
Title of host publication2014 IEEE International Conference on Multimedia and Expo, ICME 2014
PublisherIEEE Computer Society
EditionSeptmber
ISBN (Electronic)9781479947614
DOIs
StatePublished - Sep 3 2014
Event2014 IEEE International Conference on Multimedia and Expo, ICME 2014 - Chengdu, China
Duration: Jul 14 2014Jul 18 2014

Publication series

NameProceedings - IEEE International Conference on Multimedia and Expo
NumberSeptmber
Volume2014-September
ISSN (Print)1945-7871
ISSN (Electronic)1945-788X

Conference

Conference2014 IEEE International Conference on Multimedia and Expo, ICME 2014
Country/TerritoryChina
CityChengdu
Period07/14/1407/18/14

Keywords

  • Bayesian schemes
  • Free view interpolation
  • Image based rendering
  • Super-resolution

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