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用于人机交互的情感识别:最新进展与未来展望。

Emotion Recognition for Human-Robot Interaction: Recent Advances and Future Perspectives.

作者信息

Spezialetti Matteo, Placidi Giuseppe, Rossi Silvia

机构信息

PRISCA (Intelligent Robotics and Advanced Cognitive System Projects) Laboratory, Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy.

Department of Information Engineering, Computer Science and Mathematics, University of L'Aquila, L'Aquila, Italy.

出版信息

Front Robot AI. 2020 Dec 21;7:532279. doi: 10.3389/frobt.2020.532279. eCollection 2020.

Abstract

A fascinating challenge in the field of human-robot interaction is the possibility to endow robots with emotional intelligence in order to make the interaction more intuitive, genuine, and natural. To achieve this, a critical point is the capability of the robot to infer and interpret human emotions. Emotion recognition has been widely explored in the broader fields of human-machine interaction and affective computing. Here, we report recent advances in emotion recognition, with particular regard to the human-robot interaction context. Our aim is to review the state of the art of currently adopted emotional models, interaction modalities, and classification strategies and offer our point of view on future developments and critical issues. We focus on facial expressions, body poses and kinematics, voice, brain activity, and peripheral physiological responses, also providing a list of available datasets containing data from these modalities.

摘要

人机交互领域中一个引人入胜的挑战是赋予机器人情商,以使交互更加直观、真实和自然。要实现这一点,关键在于机器人推断和解读人类情感的能力。情感识别已在人机交互和情感计算等更广泛领域得到广泛研究。在此,我们报告情感识别方面的最新进展,尤其关注人机交互背景。我们的目的是回顾当前采用的情感模型、交互方式和分类策略的现状,并就未来发展和关键问题发表我们的观点。我们关注面部表情、身体姿势和运动学、语音、大脑活动以及外周生理反应,还提供了包含这些方式数据的可用数据集列表。

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