Human action recognition using modified slow feature analysis and multiple kernel learning

2015 ◽  
Vol 75 (21) ◽  
pp. 13041-13056 ◽  
Author(s):  
Yongliang Xiao ◽  
Limin Xia
Keyword(s):  
Action Recognition ◽  
Multiple Kernel Learning ◽  
Human Action Recognition ◽  
Human Action ◽  
Kernel Learning ◽  
Feature Analysis ◽  
Slow Feature Analysis ◽  
Multiple Kernel

Localized Multiple Kernel Learning for Realistic Human Action Recognition in Videos

2011 ◽  
Vol 21 (9) ◽  
pp. 1193-1202 ◽  
Author(s):  
Yan Song ◽  
Yan-Tao Zheng ◽  
Sheng Tang ◽  
Xiangdong Zhou ◽  
Yongdong Zhang ◽  
...  
Keyword(s):  
Action Recognition ◽  
Multiple Kernel Learning ◽  
Human Action Recognition ◽  
Human Action ◽  
Kernel Learning ◽  
Multiple Kernel

Multi-Channel MKL for Video Human Action Recognition

2014 ◽  
Vol 599-601 ◽  
pp. 1571-1574
Author(s):  
Jia Ding ◽  
Yang Yi ◽  
Ze Min Qiu ◽  
Jun Shi Liu
Keyword(s):  
Action Recognition ◽  
Recognition Rate ◽  
Multiple Kernel Learning ◽  
Human Action Recognition ◽  
Human Action ◽  
Image Understanding ◽  
Kernel Learning ◽  
Bag Of Visual Words ◽  
Visual Words ◽  
Multiple Kernel

Human action recognition in videos plays an important role in the field of computer vision and image understanding. A novel method of multi-channel bag of visual words and multiple kernel learning is proposed in this paper. The videos are described by multi-channel bag of visual words, and a multiple kernel learning classifier is used for action classification, in which each kernel function of the classifier corresponds to a video channel in order to avoid the noise interference from other channels. The proposed approach improves the ability in distinguishing easily confused actions. Experiments on KTH show that the presented method achieves remarkable performance on the average recognition rate, and obtains comparable recognition rate with state-of-the-art methods.

scholarly journals An extension of kernel learning methods using a modified Log-Euclidean distance for fast and accurate skeleton-based Human Action Recognition

2018 ◽  
Vol 175 ◽  
pp. 32-43 ◽  
Author(s):  
Enjie Ghorbel ◽  
Jacques Boonaert ◽  
Rémi Boutteau ◽  
Stéphane Lecoeuche ◽  
Xavier Savatier
Keyword(s):  
Action Recognition ◽  
Euclidean Distance ◽  
Human Action Recognition ◽  
Human Action ◽  
Kernel Learning ◽  
Learning Methods

Multilayer deep features with multiple kernel learning for action recognition

2020 ◽  
Vol 399 ◽  
pp. 65-74
Author(s):  
Biyun Sheng ◽  
Jun Li ◽  
Fu Xiao ◽  
Wankou Yang
Keyword(s):  
Action Recognition ◽  
Multiple Kernel Learning ◽  
Kernel Learning ◽  
Multiple Kernel
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