2018
DOI: 10.3390/s18113979
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A Survey of the Techniques for The Identification and Classification of Human Actions from Visual Data

Abstract: Recognition of human actions form videos has been an active area of research because it has applications in various domains. The results of work in this field are used in video surveillance, automatic video labeling and human-computer interaction, among others. Any advancements in this field are tied to advances in the interrelated fields of object recognition, spatio- temporal video analysis and semantic segmentation. Activity recognition is a challenging task since it faces many problems such as occlusion, v… Show more

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Cited by 11 publications
(11 citation statements)
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“…There is an activity level after the action level. Detection of human activity is the process of correctly identifying the action performed 38 . This level has various applications in the fields of video surveillance, human‐computer interaction, health care and sports analysis 35 .…”
Section: Human Behavior Analysismentioning
confidence: 99%
See 1 more Smart Citation
“…There is an activity level after the action level. Detection of human activity is the process of correctly identifying the action performed 38 . This level has various applications in the fields of video surveillance, human‐computer interaction, health care and sports analysis 35 .…”
Section: Human Behavior Analysismentioning
confidence: 99%
“…In particular, HBA is an important part of computer vision research dedicated to the detection, monitoring and understanding of human physical behavior 37 . Human‐computer interaction has become one of the research topics in video processing 36,38,39 . The HBA phases of video include human detection, human tracking, and human action detection, respectively 38 .…”
Section: Human Behavior Analysismentioning
confidence: 99%
“…More comprehensive details of action recognition, motion analysis, and body tracking can be also found in [ 131 , 132 , 133 , 134 , 135 ]. Some state-of-the-art works that used traditional hand-crafted representation based methods are presented and compared in Table 1 .…”
Section: Hand-crafted Feature Representation For Action Recognitionmentioning
confidence: 99%
“…Approaches to both violence detection and action recognition fall into two categories: traditional, also called handcrafted approaches, and deep learning approaches. A comprehensive view on action recognition, including violence detection, using both handcrafted approaches and deep learning is presented in [12].…”
Section: Related Workmentioning
confidence: 99%