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Temporal Salience Based Human Action Recognition

Abstract: 

This paper proposes a new approach for human action recognition exploring the temporal salience. We exploit features over the temporal saliency maps for learning the action representation using a local dense descriptor. This approach automatically guides the descriptor towards the most interesting contents, i.e. the salience region, and obtains the action representation using solely the saliency information. Outperforming results on Weizmann, DHA and KTH datasets confirm the efficiency of the proposed approach as compared to the state-of-the-art methods, in terms of accuracy and robustness to the variations inside the action and similarities among actions. The proposed method outperforms by 2.7% with DHA, 1% with KTH and it is comparable in the case of Weizmann.

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Paper Details

Authors:
Salah Al-Obaidi and Charith Abhayaratne
Submitted On:
10 May 2019 - 10:56am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Salah Al-Obaidi
Paper Code:
IVMSP-P5.5

Document Files

Poster at ICASSP 2019

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[1] Salah Al-Obaidi and Charith Abhayaratne, "Temporal Salience Based Human Action Recognition", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4354. Accessed: Dec. 10, 2019.
@article{4354-19,
url = {http://sigport.org/4354},
author = {Salah Al-Obaidi and Charith Abhayaratne },
publisher = {IEEE SigPort},
title = {Temporal Salience Based Human Action Recognition},
year = {2019} }
TY - EJOUR
T1 - Temporal Salience Based Human Action Recognition
AU - Salah Al-Obaidi and Charith Abhayaratne
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4354
ER -
Salah Al-Obaidi and Charith Abhayaratne. (2019). Temporal Salience Based Human Action Recognition. IEEE SigPort. http://sigport.org/4354
Salah Al-Obaidi and Charith Abhayaratne, 2019. Temporal Salience Based Human Action Recognition. Available at: http://sigport.org/4354.
Salah Al-Obaidi and Charith Abhayaratne. (2019). "Temporal Salience Based Human Action Recognition." Web.
1. Salah Al-Obaidi and Charith Abhayaratne. Temporal Salience Based Human Action Recognition [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4354