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A Framework for Real Time Emotion Recognition Based on Human ANS using Pervasive Device

机译:基于人类的实时情感识别的框架和使用普遍存器

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The concept of connected things by involving emotional aspects has been raised as a new research issue which is known as "emotional IoT". The deeper interaction between object and human shows an importance to develop a system with either cognitive or affective capabilities such as emotion. While the existing works on real time emotion recognition mostly rely on facial data, there are a few works dealing with real time emotion recognition based on physiological data using pervasive devices. In this work, we propose a framework to recognize emotion based on human physiological signals using the pervasive wearable device. This framework opposed most of the works which employed sensors which are expensive and complex in arrangement. The challenge on using pervasive devices is the low accuracy due to the low sampling rate. The approach is implemented in an end-to-end soft real time emotion recognition system using smartphone and smartwatch devices. The performance of our system was evaluated under a common environment and proved the system applicability throughout everyday life.
机译:通过涉及情感方面的关联事物的概念被提出作为一种新的研究问题,被称为“情绪无线”。对象和人类之间的更深层次的互动表明,开发具有认知或情感能力的系统的重要性,例如情感。虽然现有的作品实时情感识别主要依赖面部数据,但有一些作品根据使用普遍的设备的基于生理数据的实时情感识别。在这项工作中,我们提出了一个框架,以使用普遍的可穿戴装置基于人类生理信号来识别情绪。该框架反对了大部分作品,该作品采用了昂贵和复杂的传感器。由于采样率较低,使用普及设备的挑战是低精度。该方法是在使用智能手机和SmartWatch设备的端到端软实时情感识别系统中实现。在共同环境下评估了我们的系统的表现,并在整个日常生活中证明了系统适用性。

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