Engineering affective computing: A unifying software architecture

Alexis Clay, N. Couture, L. Nigay
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引用次数: 8

Abstract

In the field of affective computing, one of the most exciting motivations is to enable a computer to sense users' emotions. To achieve this goal an interactive application has to incorporate emotional sensitivity. Following an engineering approach, the key point is then to define a unifying software architecture that allows any interactive system to become emotionally sensitive. Most research focus on identifying and validating interpretation systems and/or emotional characteristics from different modalities. However, there is little focus on modeling generic software architecture for emotion recognition. Therefore, we propose an integrative approach and define such a generic software architecture based on the grounding theory of multimodality. We state that emotion recognition should be multimodal and serve as a tool for interaction. As such, we use results on multimodality in interactive applications to propose the emotion branch, a component-based architecture model for emotion recognition systems that integrates itself within general models for interactive systems. The emotion branch unifies existing emotion recognition applications architectures following the usual three-level schema: capturing signals from sensors, extracting and analyzing emotionally-relevant characteristics from the obtained data and interpreting these characteristics into an emotion. We illustrate the feasibility and the advantages of the emotion branch with a test case that we developed for gesture-based emotion recognition.
工程情感计算:统一的软件体系结构
在情感计算领域,最令人兴奋的动机之一是使计算机能够感知用户的情感。为了实现这一目标,交互式应用程序必须结合情感敏感性。遵循工程方法,关键是定义一个统一的软件体系结构,允许任何交互系统具有情感敏感性。大多数研究的重点是识别和验证不同模式的解释系统和/或情感特征。然而,很少有人关注情感识别的通用软件架构建模。因此,我们提出了一种基于多模态基础理论的集成方法,并定义了这样一个通用的软件体系结构。我们认为情感识别应该是多模态的,并作为一种交互工具。因此,我们利用交互式应用中的多模态研究结果提出了情感分支,这是一种基于组件的情感识别系统体系结构模型,它将自己集成在交互式系统的通用模型中。情感分支统一了现有的情感识别应用架构,遵循通常的三级模式:从传感器捕获信号,从获得的数据中提取和分析情感相关特征,并将这些特征解释为情感。我们用一个基于手势的情感识别的测试用例来说明情感分支的可行性和优势。
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