Answers are grounded in this paper and cite their sources.
Datasets of images or videos annotated with eye tracking data constitute important ground truth for studies on saliency models, which have applications in quality assessment and other areas. Over two dozen such databases are now available in the public domain; they are presented in this paper.
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Winkler et al. (2013) studied this question.