Application of deep learning in behavior recognition and early warning system for campus safety management

Li Liu

doi:10.1371/journal.pone.0335040

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Open Access

Peer-reviewed

Research Article

Application of deep learning in behavior recognition and early warning system for campus safety management

Li Liu

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: liuli126@hotmail.com

Affiliation Nanjing Audit University Jinshen College, Nanjing, Jiangsu, China

https://orcid.org/0009-0007-4015-840X

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Application of deep learning in behavior recognition and early warning system for campus safety management

Li Liu

Published: November 4, 2025
https://doi.org/10.1371/journal.pone.0335040

About the Authors

Li Liu

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: liuli126@hotmail.com

Affiliation Nanjing Audit University Jinshen College, Nanjing, Jiangsu, China

https://orcid.org/0009-0007-4015-840X

Competing Interests

The authors have declared that no competing interests exist.

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Medical risk factors
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Deep learning
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Artificial intelligence
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Behavior
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Collective human behavior
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Machine learning
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Neural networks
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Learning
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