Deep metric learning for open-set human action recognition in videos

2020 ◽  
Author(s):  
Matheus Gutoski ◽  
André Eugênio Lazzaretti ◽  
Heitor Silvério Lopes
Keyword(s):  
Action Recognition ◽  
Metric Learning ◽  
Human Action Recognition ◽  
Human Action ◽  
Open Set ◽  
Deep Metric Learning

scholarly journals Cholesky Decomposition-Based Metric Learning for Video-Based Human Action Recognition

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 36313-36321 ◽  
Author(s):  
Si Chen ◽  
Yuanyuan Shen ◽  
Yan Yan ◽  
Dahan Wang ◽  
Shunzhi Zhu
Keyword(s):  
Action Recognition ◽  
Metric Learning ◽  
Human Action Recognition ◽  
Cholesky Decomposition ◽  
Human Action

Human action recognition using simple geometric features and a finite state machine

2013 ◽  
Vol 18 (2-3) ◽  
pp. 49-60 ◽  
Author(s):  
Damian Dudzńiski ◽  
Tomasz Kryjak ◽  
Zbigniew Mikrut
Keyword(s):  
Action Recognition ◽  
Finite State Machine ◽  
Recognition Rate ◽  
Human Action Recognition ◽  
Human Action ◽  
Video Stream ◽  
State Machine ◽  
Recognition Algorithm ◽  
Finite State ◽  
Correct Recognition Rate

Abstract In this paper a human action recognition algorithm, which uses background generation with shadow elimination, silhouette description based on simple geometrical features and a finite state machine for recognizing particular actions is described. The performed tests indicate that this approach obtains a 81 % correct recognition rate allowing real-time image processing of a 360 X 288 video stream.

Deep Learning for Human Action Recognition Survey

2018 ◽  
Vol 6 (10) ◽  
pp. 323-328
Author(s):  
K.Kiruba . ◽  
D. Shiloah Elizabeth ◽  
C Sunil Retmin Raj
Keyword(s):  
Deep Learning ◽  
Action Recognition ◽  
Human Action Recognition ◽  
Human Action

Human Action Recognition Based on Discriminative Sparse Coding Video Representation

ROBOT ◽  
2012 ◽  
Vol 34 (6) ◽  
pp. 745 ◽  
Author(s):  
Bin WANG ◽  
Yuanyuan WANG ◽  
Wenhua XIAO ◽  
Wei WANG ◽  
Maojun ZHANG
Keyword(s):  
Action Recognition ◽  
Sparse Coding ◽  
Human Action Recognition ◽  
Human Action ◽  
Video Representation
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