scholarly journals Deep Learning Approach to Key Frame Detection in Human Action Videos

2020 ◽  
Author(s):  
Ujwalla Gawande ◽  
Kamal Hajari ◽  
Yogesh Golhar
Keyword(s):  
Deep Learning ◽  
Human Action ◽  
Learning Approach ◽  
Key Frame

scholarly journals Study on Machine Learning and Deep Learning Methods for Human Action Recognition

2020 ◽  
Author(s):  
Gopika Rajendran ◽  
Ojus Thomas Lee ◽  
Arya Gopi ◽  
Jais jose ◽  
Neha Gautham
Keyword(s):  
Machine Learning ◽  
Deep Learning ◽  
Action Recognition ◽  
Human Body ◽  
Human Performance ◽  
Human Action Recognition ◽  
Human Action ◽  
Human Robot Interaction ◽  
Learning Approach ◽  
Action Sequence

With the evolution of computing technology in many application like human robot interaction, human computer interaction and health-care system, 3D human body models and their dynamic motions has gained popularity. Human performance accompanies human body shapes and their relative motions. Research on human activity recognition is structured around how the complex movement of a human body is identified and analyzed. Vision based action recognition from video is such kind of tasks where actions are inferred by observing the complete set of action sequence performed by human. Many techniques have been revised over the recent decades in order to develop a robust as well as effective framework for action recognition. In this survey, we summarize recent advances in human action recognition, namely the machine learning approach, deep learning approach and evaluation of these approaches.

Key frame and skeleton extraction for deep learning-based human action recognition

2021 ◽  
Author(s):  
Hai-Hong Phan ◽  
Trung Tin Nguyen ◽  
Ngo Huu Phuc ◽  
Nguyen Huu Nhan ◽  
Do Minh Hieu ◽  
...  
Keyword(s):  
Deep Learning ◽  
Action Recognition ◽  
Human Action Recognition ◽  
Human Action ◽  
Skeleton Extraction ◽  
Key Frame

scholarly journals A Deep Learning Approach for Real-Time 3D Human Action Recognition from Skeletal Data

2019 ◽  
pp. 18-32
Author(s):  
Huy Hieu Pham ◽  
Houssam Salmane ◽  
Louahdi Khoudour ◽  
Alain Crouzil ◽  
Pablo Zegers ◽  
...  
Keyword(s):  
Deep Learning ◽  
Real Time ◽  
Action Recognition ◽  
Human Action Recognition ◽  
Human Action ◽  
Learning Approach

scholarly journals Human Action Recognition Using A Novel Deep Learning Approach

2021 ◽  
Vol 1042 (1) ◽  
pp. 012031
Author(s):  
Badhagouni Suresh Kumar ◽  
S. Viswanadha Raju ◽  
H.Venkateswara Reddy
Keyword(s):  
Deep Learning ◽  
Action Recognition ◽  
Human Action Recognition ◽  
Human Action ◽  
Learning Approach
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