DocumentCode
3608864
Title
Transition of Visual Attention Assessment in Stereoscopic Images With Evaluation of Subjective Visual Quality and Discomfort
Author
Haksub Kim ; Sanghoon Lee
Author_Institution
Dept. of Electr. & Electron. Eng., Yonsei Univ., Seoul, South Korea
Volume
17
Issue
12
fYear
2015
Firstpage
2198
Lastpage
2209
Abstract
Through statistical analysis of the behaviors of human visual attention, we discovered that fixation behaviors are highly correlated with the degree to which the viewer experiences visual quality/discomfort with stereoscopic images. To quantify the correlation between visual attention and quality/discomfort with respect to various distortions and disparities, we explore a novel methodology called transition of visual attention (ToVA) that accounts for diverse low-level luminance, chrominance, and depth attributes of 3D images in eye-tracker experiments. Moreover, saliency entropy is defined in order to quantify the distribution of fixations for 3D images. Using saliency entropy, we interpret perceptual factors in accordance with the non-uniform resolution of the human eye and the stereoscopic limits caused by foveation and Panum´s fusional area. We then measure ToVA in terms of relative saliency entropy using Kullback-Leibler divergence. To evaluate the effectiveness of ToVA, a successful example application is also provided for which ToVA is applied to obtain subjective measurements of the quality and discomfort experienced when viewing 3D displays, rather than relying on conventional subjective tests using a scoring system.
Keywords
entropy; gaze tracking; statistical analysis; stereo image processing; 3D images; Kullback-Leibler divergence; Panum fusional area; ToVA assessment; eye-tracker experiments; fixation behaviors; foveation; human eye nonuniform resolution; saliency entropy; statistical analysis; stereoscopic images; subjective visual quality; transition of visual attention assessment; visual discomfort; Distortion; Entropy; Image color analysis; Quality assessment; Stereo image processing; Three-dimensional displays; Visual systems; Eye-tracker; human visual system; saliency entropy; stereoscopic; subjective quality/discomfort assessment; transition of visual attention (ToVA);
fLanguage
English
Journal_Title
Multimedia, IEEE Transactions on
Publisher
ieee
ISSN
1520-9210
Type
jour
DOI
10.1109/TMM.2015.2493367
Filename
7303954
Link To Document