Predicting image quality using a modular image difference model

Orfanidou, M., Triantaphillidou, S. and Allen, E. 2008. Predicting image quality using a modular image difference model. in: Farnand, S.P. and Gaykema, F. (ed.) Image quality and system performance V : 28-30 January 2008, San Jose, California, USA IS&T - The Society for Imaging and Science and Technology and SPIE.

Chapter titlePredicting image quality using a modular image difference model
AuthorsOrfanidou, M., Triantaphillidou, S. and Allen, E.
EditorsFarnand, S.P. and Gaykema, F.
Abstract

The paper is focused on the implementation of a modular color image difference model, as described in [1], with aim to predict visual magnitudes between pairs of uncompressed images and images compressed using lossy JPEG and JPEG 2000. The work involved programming each pre-processing step, processing each image file and deriving the error map, which was further reduced to a single metric. Three contrast sensitivity function implementations were tested; a
Laplacian filter was implemented for spatial localization and the contrast masked-based local contrast enhancement method, suggested by Moroney, was used for local contrast detection. The error map was derived using the CIEDE2000 color difference formula on a pixel-by-pixel basis. A final single value was obtained by calculating the median value of the error map. This metric was finally tested against relative quality differences between original and compressed images, derived from psychophysical investigations on the same dataset. The outcomes revealed a grouping of images which was attributed to correlations between the busyness of the test scenes (defined as image property indicating the presence or absence of high frequencies) and different clustered results. In conclusion, a method for accounting for the amount of detail in test is required for a more accurate prediction of image quality.

Book titleImage quality and system performance V : 28-30 January 2008, San Jose, California, USA
Year2008
PublisherIS&T - The Society for Imaging and Science and Technology and SPIE
Publication dates
PublishedJan 2008
SeriesProceedings of SPIE
ISBN9780819469809
Digital Object Identifier (DOI)https://doi.org/10.1117/12.766407
File
File Access Level
Open (open metadata and files)
Web address (URL)http://spie.org/x10.xml?WT.svl=tn7
Journal citation(6808), pp. F1-F12
EventElectronic Imaging 2008: Image Quality & System Performance V

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