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Patient State Recognition System for Healthcare Using Speech and Facial Expressions
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Patient State Recognition System for Healthcare Using Speech and Facial Expressions
Patient State Recognition System for Healthcare Using Speech and Facial Expressions
Journal Article

Patient State Recognition System for Healthcare Using Speech and Facial Expressions

2016
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Overview
Smart, interactive healthcare is necessary in the modern age. Several issues, such as accurate diagnosis, low-cost modeling, low-complexity design, seamless transmission, and sufficient storage, should be addressed while developing a complete healthcare framework. In this paper, we propose a patient state recognition system for the healthcare framework. We design the system in such a way that it provides good recognition accuracy, provides low-cost modeling, and is scalable. The system takes two main types of input, video and audio, which are captured in a multi-sensory environment. Speech and video input are processed separately during feature extraction and modeling; these two input modalities are merged at score level, where the scores are obtained from the models of different patients’ states. For the experiments, 100 people were recruited to mimic a patient’s states of normal, pain, and tensed. The experimental results show that the proposed system can achieve an average 98.2 % recognition accuracy.