TY - GEN
T1 - Evaluation of Sensing and Processing Parameters for Human Action Recognition
AU - Bo, Xiao
AU - Huebner, Alan
AU - Poellabauer, Christian
AU - Obrien, Megan K.
AU - Mummidisetty, Chaithanya Krishna
AU - Jayaraman, Arun
PY - 2017/9/8
Y1 - 2017/9/8
N2 - Accurate recognition of human actions is essential to many health-care, entertainment, and human-computer interface applications. However, the achievable accuracy depends on a variety of parameters for the various stages of recognition, including sensing, feature extraction, and classification. In this paper, we quantitatively evaluate the classification accuracy for varying sensing rates, sensor data filtering techniques, segmentation approaches, and classification algorithms for several different types of action. The results of these evaluations provide guidelines and strategies for the design of future action recognition systems.
AB - Accurate recognition of human actions is essential to many health-care, entertainment, and human-computer interface applications. However, the achievable accuracy depends on a variety of parameters for the various stages of recognition, including sensing, feature extraction, and classification. In this paper, we quantitatively evaluate the classification accuracy for varying sensing rates, sensor data filtering techniques, segmentation approaches, and classification algorithms for several different types of action. The results of these evaluations provide guidelines and strategies for the design of future action recognition systems.
KW - Action Recognition
KW - Parameter Optimization
UR - http://www.scopus.com/inward/record.url?scp=85032362512&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85032362512&partnerID=8YFLogxK
U2 - 10.1109/ICHI.2017.56
DO - 10.1109/ICHI.2017.56
M3 - Conference contribution
AN - SCOPUS:85032362512
T3 - Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017
SP - 541
EP - 546
BT - Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017
A2 - Cummins, Mollie
A2 - Facelli, Julio
A2 - Meixner, Gerrit
A2 - Giraud-Carrier, Christophe
A2 - Nakajima, Hiroshi
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th IEEE International Conference on Healthcare Informatics, ICHI 2017
Y2 - 23 August 2017 through 26 August 2017
ER -
