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Review of Eye Tracking Metrics Involved in Emotional and Cognitive Processes

Authors: Vasileios Skaramagkas; Giorgos Giannakakis; Emmanouil Ktistakis; Dimitris Manousos; Ioannis Karatzanis; Nikolaos Tachos; Evanthia Tripoliti; +3 Authors

Review of Eye Tracking Metrics Involved in Emotional and Cognitive Processes

Abstract

Eye behaviour provides valuable information revealing one’s higher cognitive functions and state of affect. Although eye tracking is gaining ground in the research community, it is not yet a popular approach for the detection of emotional and cognitive states. In this paper, we present a review of eye and pupil tracking related metrics (such as gaze, fixations, saccades, blinks, pupil size variation, etc.) utilized towards the detection of emotional and cognitive processes, focusing on visual attention, emotional arousal and cognitive workload. Besides, we investigate their involvement as well as the computational recognition methods employed for the reliable emotional and cognitive assessment. The publicly available datasets employed in relevant research efforts were collected and their specifications and other pertinent details are described. The multimodal approaches which combine eye-tracking features with other modalities (e.g. biosignals), along with artificial intelligence and machine learning techniques were also surveyed in terms of their recognition/classification accuracy. The limitations, current open research problems and prospective future research directions were discussed for the usage of eyetracking as the primary sensor modality. This study aims to comprehensively present the most robust and significant eye/pupil metrics based on available literature towards the development of a robust emotional or cognitive computational model.

Pre-final version (preprint). For the citation of this journal paper please use the DOI provided of the publisher (IEEE) which is the following one DOI: 10.1109/RBME.2021.3066072

Keywords

eye tracking, gaze, pupil, fixations, saccades, smooth pursuit, blinks, stress, visual attention, emotional arousal, cognitive workload, emotional arousal datasets, cognitive workload datasets, Cognition, Artificial Intelligence, Humans, Pupil, Workload, Eye-Tracking Technology

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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