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A Preliminary Investigation Towards the Application of Facial Expression Analysis to Enable an Emotion-Aware Car Interface

机译:运用面部表情分析来启用情绪感知汽车界面的初步调查

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The paper describes the conceptual model of an emotion-aware car interface able to: map both the driver's cognitive and emotional states with the vehicle dynamics; adapt the level of automation or support the decision-making process if emotions negatively affecting the driving performance are detected; ensure emotion regulation and provide a unique user experience creating a more engaging atmosphere (e.g. music, LED lighting) in the car cabin. To enable emotion detection, it implements a low-cost emotion recognition able to recognize Ekman's universal emotions by analyzing the driver's facial expression from stream video. A preliminary test was conducted in order to determine the effectiveness of the proposed emotion recognition system in a driving context. Results evidenced that the proposed system is capable to correctly qualify the drivers' emotion in a driving simulation context.
机译:本文描述了一种情绪感知型汽车界面的概念模型,该模型能够:映射驾驶员的认知状态和情绪状态以及车辆动力学;如果发现对驾驶性能有负面影响的情绪,请调整自动化水平或支持决策过程;确保情绪调节并提供独特的用户体验,从而在车厢内营造出更加引人入胜的氛围(例如音乐,LED照明)。为了实现情感检测,它实现了一种低成本的情感识别功能,该功能能够通过从流视频中分析驾驶员的面部表情来识别埃克曼的普遍情感。为了确定所提出的情绪识别系统在驾驶环境中的有效性,进行了初步测试。结果证明,所提出的系统能够在驾驶模拟环境中正确地限定驾驶员的情绪。

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