Image quality optimization, via application of contextual contrast sensitivity and discrimination functions

Fry, E., Triantaphillidou, S., Jarvis, J. and Gupta, G. 2015. Image quality optimization, via application of contextual contrast sensitivity and discrimination functions. SPIE Electronic Imaging: Image Quality and System Performance XII. San Fransisco Jan 2015 SPIE. https://doi.org/10.1117/12.2082937

TitleImage quality optimization, via application of contextual contrast sensitivity and discrimination functions
AuthorsFry, E., Triantaphillidou, S., Jarvis, J. and Gupta, G.
TypeConference paper
Abstract

What is the best luminance contrast weighting-function for image quality optimization? Traditionally measured contrast sensitivity functions (CSFs), have been often used as weighting-functions in image quality and difference metrics. Such weightings have been shown to result in increased sharpness and perceived quality of test images. We suggest contextual CSFs (cCSFs) and contextual discrimination functions (cVPFs) should provide bases for further improvement, since these are directly measured from pictorial scenes, modeling threshold and suprathreshold sensitivities within the context of complex masking information. Image quality assessment is understood to require detection and discrimination of masked signals, making contextual sensitivity and discrimination functions directly relevant. In this investigation, test images are weighted with a traditional CSF, cCSF, cVPF and a constant function. Controlled mutations of these functions are also applied as weighting-functions, seeking the optimal spatial frequency band weighting for quality optimization. Image quality, sharpness and naturalness are then assessed in two-alternative forced-choice psychophysical tests. We show that maximal quality for our test images, results from cCSFs and cVPFs, mutated to boost contrast in the higher visible frequencies.

KeywordsContrast sensitivity ; Image quality ; Modeling ; Spatial frequencies ; Visible radiation
Year2015
ConferenceSPIE Electronic Imaging: Image Quality and System Performance XII
PublisherSPIE
Accepted author manuscript
Publication dates
Published08 Jan 2015
Journal citation9396
Book titleImage Quality and System Performance XII
Digital Object Identifier (DOI)https://doi.org/10.1117/12.2082937
Web address (URL) of conference proceedingshttp://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=2109940

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