Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL

Abstract: 

(1)We improved the soft attention model by introducing convolutional
operations inside the LSTM cell and attention map generation process to capture the spatial layout.
(2)We built a hierarchical two layer LSTM model for action recognition. (3)We tested our model on
three widely applied datasets, the UCF sports dataset, the Olympic dataset and the HMDB51 dataset
with improved results on other published work.

up
0 users have voted:

Paper Details

Authors:
Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang
Submitted On:
28 August 2017 - 11:17pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Shiyang Yan
Paper Code:
1121
Document Year:
2017
Cite

Document Files

poster.pdf

(539 downloads)

Subscribe

[1] Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang, "CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1814. Accessed: Sep. 20, 2018.
@article{1814-17,
url = {http://sigport.org/1814},
author = {Shiyang Yan; Jeremy S. Smith; Wenjin Lu; Bailing Zhang },
publisher = {IEEE SigPort},
title = {CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL},
year = {2017} }
TY - EJOUR
T1 - CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL
AU - Shiyang Yan; Jeremy S. Smith; Wenjin Lu; Bailing Zhang
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1814
ER -
Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang. (2017). CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL. IEEE SigPort. http://sigport.org/1814
Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang, 2017. CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL. Available at: http://sigport.org/1814.
Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang. (2017). "CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL." Web.
1. Shiyang Yan, Jeremy S. Smith, Wenjin Lu, Bailing Zhang. CHAM: ACTION RECOGNITION USING CONVOLUTIONAL HIERARCHICAL ATTENTION MODEL [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1814