MTF-NET: A mixed traffic flow multi-target detection network based on full-field perception and adaptive optimization

Shihao Li; Qiao Meng; Xin Liu; Zhijie Wang; Siyuan Kong; Bingyu Li

doi:10.1371/journal.pone.0344151

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Open Access

Peer-reviewed

Research Article

MTF-NET: A mixed traffic flow multi-target detection network based on full-field perception and adaptive optimization

Shihao Li,

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

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China
⨯
Qiao Meng ,

Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Supervision, Writing – review & editing

* E-mail: 2010990037@qhu.edu.cn

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China

https://orcid.org/0000-0002-0864-8915

⨯
Xin Liu,

Roles Investigation, Resources, Validation, Visualization

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China
⨯
Zhijie Wang,

Roles Data curation, Formal analysis, Investigation, Resources, Validation

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China
⨯
Siyuan Kong,

Roles Investigation, Validation, Visualization

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China
⨯
Bingyu Li

Roles Resources, Validation, Visualization

Affiliations School of Computer Technology and Application, Qinghai University, Xining, Qinghai, China, Intelligent Computing and Application Laboratory of Qinghai Province, Xining, Qinghai, China
⨯

MTF-NET: A mixed traffic flow multi-target detection network based on full-field perception and adaptive optimization

Shihao Li,
Qiao Meng,
Xin Liu,
Zhijie Wang,
Siyuan Kong,
Bingyu Li

Published: March 16, 2026
https://doi.org/10.1371/journal.pone.0344151

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