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Probabilistic Multisensory Emotion Estimation Framework for Assistive Robotic Applications

机译:辅助机器人应用的概率多义情绪估算框架

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Computer-based emotion recognition is an emerging field with envisioned applications ranging from customer satisfaction evaluation to human-machine interaction. In this paper we present a general framework for continuous emotion inference based on Bayesian biometric data fusion and the circumplex model of affect. We apply this framework to the field of assistive robotics focused on elderly and impaired people who require a wheelchair for mobility purposes. The objective is to provide an emotion-based safety layer that complements the classical collision avoidance approaches typically included in these systems. In many real-case applications the calculation of the emotional valence is not feasible, and therefore we also present here a promising novel context-based alternative currently under development.
机译:基于计算机的情感识别是一个新兴领域,包括从客户满意评估到人机交互的设想应用。在本文中,我们介绍了一种基于贝叶斯生物识别数据融合和潮汐影响的连续情绪推理的一般框架。我们将此框架应用于辅助机器人领域,专注于老年人和障碍者需要轮椅以进行移动目的。目的是提供一种基于情感的安全层,其补充了通常包括在这些系统中的古典碰撞避免方法。在许多实证应用中,情绪化价的计算是不可行的,因此我们还在这里展示了目前正在开发的有前途的基于语境的替代方案。

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