scholarly journals Classifying Behaviours in Videos with Recurrent Neural Networks

Author(s):  
Javier Abellan-Abenza ◽  
Alberto Garcia-Garcia ◽  
Sergiu Oprea ◽  
David Ivorra-Piqueres ◽  
Jose Garcia-Rodriguez

This article describes how the human activity recognition in videos is a very attractive topic among researchers due to vast possible applications. This article considers the analysis of behaviors and activities in videos obtained with low-cost RGB cameras. To do this, a system is developed where a video is input, and produces as output the possible activities happening in the video. This information could be used in many applications such as video surveillance, disabled person assistance, as a home assistant, employee monitoring, etc. The developed system makes use of the successful techniques of Deep Learning. In particular, convolutional neural networks are used to detect features in the video images, meanwhile Recurrent Neural Networks are used to analyze these features and predict the possible activity in the video.

Author(s):  
Javier Abellan-Abenza ◽  
Alberto Garcia-Garcia ◽  
Sergiu Oprea ◽  
David Ivorra-Piqueres ◽  
Jose Garcia-Rodriguez

This article describes how the human activity recognition in videos is a very attractive topic among researchers due to vast possible applications. This article considers the analysis of behaviors and activities in videos obtained with low-cost RGB cameras. To do this, a system is developed where a video is input, and produces as output the possible activities happening in the video. This information could be used in many applications such as video surveillance, disabled person assistance, as a home assistant, employee monitoring, etc. The developed system makes use of the successful techniques of Deep Learning. In particular, convolutional neural networks are used to detect features in the video images, meanwhile Recurrent Neural Networks are used to analyze these features and predict the possible activity in the video.


Author(s):  
Antonio Bevilacqua ◽  
Kyle MacDonald ◽  
Aamina Rangarej ◽  
Venessa Widjaya ◽  
Brian Caulfield ◽  
...  

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