DocumentCode
2155462
Title
CYCLOP: A stereo color image quality assessment metric
Author
Maalouf, Aldo ; Larabi, Mohamed-Chaker
Author_Institution
XLIM Lab., Univ. of Poitiers, Futuroscope Chasseneuil, France
fYear
2011
fDate
22-27 May 2011
Firstpage
1161
Lastpage
1164
Abstract
In this work, a reduced reference (RR) perceptual quality metric for color stereoscopic images is presented. Given a reference stereo pair of images and their "distorted" version, we first compute the disparity map of both the reference and the distorted stereoscopic images. To this end, we define a method for color image disparity estimation based on the structure tensors properties and eigenvalues/eigenvectors analysis. Then, we compute the cyclopean images of both the reference and the distorted pairs. Thereafter, we apply a multispectral wavelet decomposition to the two cyclopean color images in order to describe the different channels in the human visual system (HVS). Then, contrast sensitivity function (CSF) filtering is performed to obtain the same visual sensitivity information within the original and the distorted cyclopean images. Thereafter, based on the properties of the human visual system (HVS), rational sensitivity thresholding is performed to obtain the sensitivity coefficients of the cyclopean images. Finally, RR stereo color image quality assessment (SCIQA) is performed by comparing the sensitivity coefficients of the cyclopean images and studying the coherence between the disparity maps of the reference and the distorted pairs. Experiments performed on color stereoscopic images indicate that the objective scores obtained by the proposed metric agree well with the subjective assessment scores.
Keywords
eigenvalues and eigenfunctions; filtering theory; image colour analysis; sensitivity analysis; stereo image processing; tensors; wavelet transforms; color image disparity estimation; contrast sensitivity function filtering; cyclopean images; disparity map; eigenvalues-eigenvectors analysis; human visual system; multispectral wavelet decomposition; reduced reference perceptual quality metric; reference stereoscopic images; sensitivity coefficients; stereo color image quality assessment metric; structure tensors properties; visual sensitivity information; Color; Distortion measurement; Image color analysis; Quality assessment; Sensitivity; Tensile stress; 2D multi-valued wavelet; Stereo quality assessment; cyclopean image; disparity field;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946615
Filename
5946615
Link To Document