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Patient State Recognition System for Healthcare Using Speech and Facial Expressions
by
Hossain, M. Shamim
in
Facial Expression
/ Health care industry
/ Health Informatics
/ Health Sciences
/ Humans
/ Information Systems - organization & administration
/ Medical diagnosis
/ Medical technology
/ Medicine
/ Medicine & Public Health
/ Mobile & Wireless Health
/ Needs Assessment
/ Patients
/ Pattern Recognition, Automated - methods
/ Smart and Interactive Healthcare Systems
/ Speech
/ Statistics for Life Sciences
/ Time Factors
/ Video Recording - methods
/ Voice recognition
2016
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Patient State Recognition System for Healthcare Using Speech and Facial Expressions
by
Hossain, M. Shamim
in
Facial Expression
/ Health care industry
/ Health Informatics
/ Health Sciences
/ Humans
/ Information Systems - organization & administration
/ Medical diagnosis
/ Medical technology
/ Medicine
/ Medicine & Public Health
/ Mobile & Wireless Health
/ Needs Assessment
/ Patients
/ Pattern Recognition, Automated - methods
/ Smart and Interactive Healthcare Systems
/ Speech
/ Statistics for Life Sciences
/ Time Factors
/ Video Recording - methods
/ Voice recognition
2016
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Do you wish to request the book?
Patient State Recognition System for Healthcare Using Speech and Facial Expressions
by
Hossain, M. Shamim
in
Facial Expression
/ Health care industry
/ Health Informatics
/ Health Sciences
/ Humans
/ Information Systems - organization & administration
/ Medical diagnosis
/ Medical technology
/ Medicine
/ Medicine & Public Health
/ Mobile & Wireless Health
/ Needs Assessment
/ Patients
/ Pattern Recognition, Automated - methods
/ Smart and Interactive Healthcare Systems
/ Speech
/ Statistics for Life Sciences
/ Time Factors
/ Video Recording - methods
/ Voice recognition
2016
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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.
Publisher
Springer US,Springer Nature B.V
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