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Open Access

Peer-reviewed

Research Article

Towards real-world monitoring scenarios: An improved point prediction method for crowd counting based on contrastive learning

Rundong Cao ,

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

* E-mail: caord@chinatowercom.cn

Affiliation China Tower Corporation Limited, Beijing, China

https://orcid.org/0009-0000-7913-7920

⨯
Jiazhong Yu,

Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision

Affiliation China Tower Corporation Limited, Beijing, China
⨯
Ziwei Liu,

Roles Supervision, Writing – review & editing

Affiliation China Tower Corporation Limited, Beijing, China
⨯
Qinghua Liang

Roles Supervision, Writing – review & editing

Affiliation China Tower Corporation Limited, Beijing, China
⨯

Towards real-world monitoring scenarios: An improved point prediction method for crowd counting based on contrastive learning

Rundong Cao,
Jiazhong Yu,
Ziwei Liu,
Qinghua Liang

x

Published: July 2, 2025
https://doi.org/10.1371/journal.pone.0327397

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