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doctoral thesis

Tone mapping for high dynamic range images

Meylan, Laurence  
2006

Tone mapping is an essential step for the reproduction of "nice looking" images. It provides the mapping between the luminances of the original scene to the output device's display values. When the dynamic range of the captured scene is smaller or larger than that of the display device, tone mapping expands or compresses the luminance ratios. We address the problem of tone mapping high dynamic range (HDR) images to standard displays (CRT, LCD) and to HDR displays. With standard displays, the dynamic range of the captured HDR scene must be compressed significantly, which can induce a loss of contrast resulting in a loss of detail visibility. Local tone mapping operators can be used in addition to the global compression to increase the local contrast and thus improve detail visibility, but this tends to create artifacts. We developed a local tone mapping method that solves the problems generally encountered by local tone mapping algorithms. Namely, it does not create halo artifacts, nor graying-out of low contrast areas, and provides good color rendition. We then investigated specifically the rendition of color and confirmed that local tone mapping algorithms must be applied to the luminance channel only. We showed that the correlation between luminance and chrominance plays a role in the appearance of the final image but a perfect decorrelation is not necessary. Recently developed HDR monitors enable the display of HDR images with hardly any compression of their dynamic range. The arrival of these displays on the market create the need for new tone mapping algorithms. In particular, legacy images that were mapped to SDR displays must be re-rendered to HDR displays, taking best advantage of the increase in dynamic range. This operation can be seen as the reverse of the tone mapping to SDR. We propose a piecewise linear tone scale function that enhances the brightness of specular highlights so that the sensation of naturalness is improved. Our tone scale algorithm is based on the segmentation of the image into its diffuse and specular components as well as on the range of display luminance that is allocated to the specular component and the diffuse component, respectively. We performed a psychovisual experiment to validate the benefit of our tone scale. The results showed that, with HDR displays, allocating more luminance range to the specular component than what was allocated in the image rendered to SDR displays provides more natural looking images.

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Type
doctoral thesis
DOI
10.5075/epfl-thesis-3588
Author(s)
Meylan, Laurence  
Advisors
Süsstrunk, Sabine  
•
Gerstner, Wulfram
Jury

Graham Finlayson, Roger Hersch, Scott Daly

Date Issued

2006

Publisher

EPFL

Publisher place

Lausanne

Public defense year

2006-07-14

Thesis number

3588

Total of pages

175

Subjects

high dynamic range images

•

tone mapping

•

Retinex

•

HDR displays

•

IVRG

•

images à grand rang dynamique

•

reproduction des tons

•

écrans HDR

•

IVRG

EPFL units
IVRL  
Faculty
IC  
Section
IC-SSC  
School
ISC  
Available on Infoscience
June 8, 2006
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/230376
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