CAN VISUAL FIXATION PATTERNS IMPROVE IMAGE FIDELITY ASSESSMENT?

被引:34
作者
Larson, Eric C. [1 ]
Vu, Cuong [1 ]
Chandler, Damon M. [1 ]
机构
[1] Oklahoma State Univ, Image Coding & Anal Lab, Stillwater, OK 74078 USA
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
关键词
image fidelity; fixation; region-of-interest;
D O I
10.1109/ICIP.2008.4712319
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the results of a computational experiment designed to investigate the extent to which metrics of image fidelity can be improved through knowledge of where humans tend to fixate in images. Five common metrics of image fidelity were augmented using two sets of fixation data, one set obtained under task-free viewing conditions and another set obtained when viewers were asked to judge image quality. The augmented metrics were then compared to subjective ratings of the images. The results show that most metrics can be improved using eye fixation data, but a greater improvement was found using fixations obtained in the task-free condition (task-free viewing).
引用
收藏
页码:2572 / 2575
页数:4
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