Abstract

Establishing eye contact is the fundamental key to begin any interaction between human-human and robot-human. Two approaches are available to develop an eye contact mechanism for robot-human interaction, such as simplex and duplex. The two most critical tasks: gaze crossing and gaze awareness, are prerequisite to implementing an active eye contact mechanism in any approach. However, most past robot-human interaction studies implemented a gaze crossing function to develop eye contact in the simplex mode where a robot holds for the human to initiate the communication. However, implementing gaze crossing alone is inadequate to create an active eye contact episode; the gaze awareness function also essential to achieve. This paper aims to develop a mechanism of duplex eye contact for robot-human inter-communication satisfying both functions. This work proposes a conceptual model of a duplex eye contact mechanism considering two cases: human initiative (where the human starts communication with the robot) and robot initiative (where the robot starts the communication with the participant) to achieve a duplex eye contact mechanism. Moreover, a simple robotic system is developed consisting of four software constituents: face detection module, gaze detection and tracking module, gaze awareness module, and robot response and control module to implement the conceptual model of duplex eye contact. Several preliminary experiments are performed to extract necessary cues for designing the duplex eye contact mechanism’s behavioural protocol and present their results to show the usefulness of extracted cues. Moreover, the robotic framework results in a scenario ( e.g., reading the book ) with the proposed duplex eye contact mechanism are presented. The results show that the proposed scheme achieved 92% and 86% accuracy for human initiative case and robot initiative case, respectively in making eye contact.

Highlights

  • Setting up eye contact is one of the notable primitive abilities to institute any interplay in robot-human or human-human communications

  • We used a chi-square test to calculate the statistical differences among three schemes.Besides, Scheffé test has been performed for the pairwise comparisons which declares the differences between the methods

  • Scheffé test shows that there is a significant difference between pairs: M1 vs M2 (t = 4.4, p = 0.0005) and M2 vs M3 (t = 3.78, p = 0.0026), no significant difference is observed between M1 vs M3

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Summary

Introduction

Eye contact offers a notable function in regulating face-to-face interaction and in initializing any conversation [1]. The associate editor coordinating the review of this manuscript and approving it for publication was Tao Liu. harbinger to more arduous gaze functions such as joint attention and language understanding [2], [3]. Harbinger to more arduous gaze functions such as joint attention and language understanding [2], [3] It consequences in superior information recall of the conversation [4], and participants have to establish eye contact to start any social conversation and sustained [5].

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