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An Efficient Algorithm for Recognition of Human Actions

خوارزمية فعالة للتعرف على الإجراءات البشرية
Authors: Yaser Daanial Khan; Nabeel Sabir Khan; Muhammad Shoaib Farooq; Adnan Abid; Sher Afzal Khan; Farooq Ahmad; Muhammad Khalid Mahmood;

An Efficient Algorithm for Recognition of Human Actions

Abstract

Recognition of human actions is an emerging need. Various researchers have endeavored to provide a solution to this problem. Some of the current state-of-the-art solutions are either inaccurate or computationally intensive while others require human intervention. In this paper a sufficiently accurate while computationally inexpensive solution is provided for the same problem. Image moments which are translation, rotation, and scale invariant are computed for a frame. A dynamic neural network is used to identify the patterns within the stream of image moments and hence recognize actions. Experiments show that the proposed model performs better than other competitive models.

Keywords

Real-time Tracking, Technology, Artificial intelligence, Scale (ratio), Translation (biology), Pattern recognition (psychology), Biochemistry, Gene, Pattern Recognition, Automated, Anomaly Detection in High-Dimensional Data, Principal Component Analysis, T, Physics, Messenger RNA, Q, R, Image translation, Human Activity Analysis, Algorithm, Chemistry, Human Action Recognition and Pose Estimation, Mathematical physics, Physical Sciences, Telecommunications, Medicine, Computer Vision and Pattern Recognition, Algorithms, Research Article, Frame (networking), Artificial neural network, Science, Movement, Motion Detection, Quantum mechanics, Visual Object Tracking and Person Re-identification, Artificial Intelligence, Image Interpretation, Computer-Assisted, Machine learning, Image (mathematics), FOS: Mathematics, Humans, Invariant (physics), Computer science, Action Recognition, Computer Science, Multiple Object Tracking, Neural Networks, Computer, Rotation (mathematics), Mathematics

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
24
Top 10%
Top 10%
Average
Green
gold