TY - CHAP
T1 - Kinect and Episodic Reasoning for Human Action Recognition
AU - Cantarero, Ruben
AU - Santofimia, Maria J.
AU - Villa, David
AU - Requena, Roberto
AU - Campos, Maria
AU - Florez-Revuelta, Francisco
AU - Nebel, Jean-Christophe
AU - Martinez del Rincon, Jesus
AU - Lopez, Juan C.
PY - 2016/6
Y1 - 2016/6
N2 - This paper presents a method for rational behaviour recognition
that combines vision-based pose estimation with knowledge modeling
and reasoning. The proposed method consists of two stages. First,
RGB-D images are used in the estimation of the body postures. Then,
estimated actions are evaluated to verify that they make sense. This
method requires rational behaviour to be exhibited. To comply with
this requirement, this work proposes a rational RGB-D dataset with two
types of sequences, some for training and some for testing. Preliminary
results show the addition of knowledge modeling and reasoning leads to
a significant increase of recognition accuracy when compared to a system
based only on computer vision.
AB - This paper presents a method for rational behaviour recognition
that combines vision-based pose estimation with knowledge modeling
and reasoning. The proposed method consists of two stages. First,
RGB-D images are used in the estimation of the body postures. Then,
estimated actions are evaluated to verify that they make sense. This
method requires rational behaviour to be exhibited. To comply with
this requirement, this work proposes a rational RGB-D dataset with two
types of sequences, some for training and some for testing. Preliminary
results show the addition of knowledge modeling and reasoning leads to
a significant increase of recognition accuracy when compared to a system
based only on computer vision.
U2 - 10.1007/978-3-319-40162-1_16
DO - 10.1007/978-3-319-40162-1_16
M3 - Chapter (peer-reviewed)
SN - 978-3-319-40161-4
T3 - Advances in Intelligent Systems and Computing
SP - 147
EP - 154
BT - Distributed Computing and Artificial Intelligence, 13th International Conference
T2 - 13th International Conference on Distributed Computing and Artificial Intelligence (DCAI))
Y2 - 1 June 2016 through 3 June 2016
ER -