TY - GEN
T1 - Spatiotemporal features learning with 3DPyraNet
AU - Ullah, Ihsan
AU - Petrosino, Alfredo
N1 - Publisher Copyright:
© Springer International Publishing AG 2016.
PY - 2016
Y1 - 2016
N2 - A discriminative approach based on the 3DPyraNet model for spatiotemporal feature learning is proposed. In combination with a linear SVM classifier, our model outperform state-of-the-art methods on two datasets (KTH, Weizmann). Whereas, shows comparable result with current best methods on third dataset (YUPENN). The features are compact, achieving 94.08 %, 99.13 %, and 94.67% accuracy on KTH, Weizmann, and YUPENN, respectively. The proposed model appears more suitable for spatiotemporal feature learning compared to traditional feature learning techniques; also, the number of parameters is far less than other 3DConvNets.
AB - A discriminative approach based on the 3DPyraNet model for spatiotemporal feature learning is proposed. In combination with a linear SVM classifier, our model outperform state-of-the-art methods on two datasets (KTH, Weizmann). Whereas, shows comparable result with current best methods on third dataset (YUPENN). The features are compact, achieving 94.08 %, 99.13 %, and 94.67% accuracy on KTH, Weizmann, and YUPENN, respectively. The proposed model appears more suitable for spatiotemporal feature learning compared to traditional feature learning techniques; also, the number of parameters is far less than other 3DConvNets.
KW - Action recognition
KW - Deep learning
KW - Dynamic scene understanding
KW - Pyramidal neural network
UR - https://www.scopus.com/pages/publications/84994475819
U2 - 10.1007/978-3-319-48680-2_56
DO - 10.1007/978-3-319-48680-2_56
M3 - Conference Publication
AN - SCOPUS:84994475819
SN - 9783319486796
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 638
EP - 647
BT - Advanced Concepts for Intelligent Vision Systems - 17th International Conference, ACIVS 2016, Proceedings
A2 - Distante, Cosimo
A2 - Popescu, Dan
A2 - Scheunders, Paul
A2 - Philips, Wilfried
A2 - Blanc-Talon, Jacques
PB - Springer-Verlag
T2 - 17th International Conference on Advanced Concepts for Intelligent Vision Systems, ACIVS 2016
Y2 - 24 October 2016 through 27 October 2016
ER -