Publication detail

Evaluation of Feature Point Detection in High Dynamic Range Imagery

PŘIBYL, B. CHALMERS, A. ZEMČÍK, P. HOOBERMAN, L. ČADÍK, M.

Original Title

Evaluation of Feature Point Detection in High Dynamic Range Imagery

Type

journal article in Web of Science

Language

English

Original Abstract

This paper evaluates the suitability of High Dynamic Range (HDR) imaging techniques for Feature Point (FP) detection under demanding lighting conditions. The FPs are evaluated in HDR, tone mapped HDR, and traditional Low Dynamic Range (LDR) images. Eleven global and local tone mapping operators are evaluated and six widely used FP detectors are used in the experiments (Harris, Shi-Tomasi, DoG, Fast Hessian, FAST, and BRISK). The distribution and repeatability rate of FPs are studied under changes of camera viewpoint, camera distance, and scene lighting. The results of the experiments show that current FP detectors cannot cope with HDR images well. The best contemporary solution is thus tone mapping of HDR images using a local tone mapper as a pre-processing step. Data used in the experiments is available as supplementary material: http://www.fit.vutbr.cz/~ipribyl/FPinHDR/

Keywords

Feature Point Detection, Interest Point Detection, Corner Point Detection, High Dynamic Range Imagery, Repeatability Rate, Evaluation of Tone Mapping Operators

Authors

PŘIBYL, B.; CHALMERS, A.; ZEMČÍK, P.; HOOBERMAN, L.; ČADÍK, M.

Released

24. 2. 2016

ISBN

1047-3203

Periodical

JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Year of study

38

Number

1

State

United States of America

Pages from

141

Pages to

160

Pages count

20

URL

http://dx.doi.org/10.1016/j.jvcir.2016.02.007

BibTex

@article{BUT130901,
  author="Bronislav {Přibyl} and Alan {Chalmers} and Pavel {Zemčík} and Lucy {Hooberman} and Martin {Čadík}",
  title="Evaluation of Feature Point Detection in High Dynamic Range Imagery",
  journal="JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION",
  year="2016",
  volume="38",
  number="1",
  pages="141--160",
  doi="10.1016/j.jvcir.2016.02.007",
  issn="1047-3203",
  url="http://dx.doi.org/10.1016/j.jvcir.2016.02.007"
}

Documents

FPDinHDRI_accepted-manuscript.pdf