Like Robots, Like Humans: Pupil Dilation during Collaborative Object Manipulation

Linda Lastrico,Nuno Ferreira Duarte, Alessandro Carfi,Francesco Rea, Fulvio Mastrogiovanni, Jose Santos-Victor,Alessandra Sciutti

2023 21ST INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS, ICAR(2023)

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摘要
It is well known that pupil dilation reflects an increase in cognitive load during tasks that demand mental effort. Inspired by this, we questioned whether the same effect occurs during social interactions, particularly in joint object manipulation tasks that require attention and coordination for successful completion. In the first scenario, we measure pupil dilation during human-human interactive actions (handover), either as the object giver or receiver, against an individual action (pick-and-place). In the second scenario, pupillometry is associated with human-to-robot handovers. We present the two publicly available datasets collected in these contexts. Our results show a strong link between pupil dilation and collaborative actions, with both humans and robots. Indeed, an increment in pupil size corresponds to the object handover, which presents the added complexity of mutual coordination. Conversely, individual actions do not elicit the same physiological response at the level of the pupil. In both scenarios, we used objects with different physical properties, cups with varying water levels, but this factor influenced pupil dilation (and presumably, the mental workload) only during the interaction with the robot. With this study, we explore pupillometry as a physiological metric to evaluate cognitive load for collaborative object manipulation during human-human or human-robot collaborations.
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关键词
Pupil Size,Cognitive Load,Water Level,Collaborative Activities,Manipulation Tasks,Size Increment,Water Level Variations,Human-robot Collaboration,Increase In Cognitive Load,Motion Capture,Baseline Correction,Artificial Light,Clustering Variables,Plastic Cups,Human-robot Interaction,Pupil Diameter,Physical Tasks,Increase In Effort,Pupil Response,Head Orientation,Human-human Interaction,Maximum Dilation,Water Inside,Percentage Increment,Fluctuations In Size
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