reviewACM Computing SurveysApr 1, 2011Closed access

Human activity analysis

The University of Texas at Austin · Electronics and Telecommunications Research Institute

Indexed incrossref

Abstract

Human activity recognition is an important area of computer vision research. Its applications include surveillance systems, patient monitoring systems, and a variety of systems that involve interactions between persons and electronic devices such as human-computer interfaces. Most of these applications require an automated recognition of high-level activities, composed of multiple simple (or atomic) actions of persons. This article provides a detailed overview of various state-of-the-art research papers on human activity recognition. We discuss both the methodologies developed for simple human actions and those for high-level activities. An approach-based taxonomy is chosen that compares the advantages and…

Citation impact

2,053
total citations
FWCI
134.46
Percentile
100%
References
108
Citations per year

Authors

2

Topics & keywords

Keywords
  • Computer science
  • Variety (cybernetics)
  • Activity recognition
  • Artificial intelligence
  • Human–computer interaction
  • Data science
  • Cognitive neuroscience of visual object recognition
  • Simple (philosophy)
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