A weakly supervised method for surgical scene components detection with visual foundation model

Xiaoyan Zhang; Jingyi Feng; Qian Zhang; Liming Wu; Yichen Zhu; Ziyu Zhou; Jiquan Liu; Huilong Duan

doi:10.1371/journal.pone.0322751

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Open Access

Peer-reviewed

Research Article

A weakly supervised method for surgical scene components detection with visual foundation model

Xiaoyan Zhang,

Roles Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
⨯
Jingyi Feng,

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

Affiliation The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
⨯
Qian Zhang,

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

Affiliation The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
⨯
Liming Wu,

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

Affiliation The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
⨯
Yichen Zhu,

Roles Data curation, Investigation, Software, Validation, Visualization

Affiliation Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
⨯
Ziyu Zhou,

Roles Data curation, Formal analysis, Resources, Software, Validation, Visualization

Affiliation Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
⨯
Jiquan Liu ,

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

* E-mail: liujq@zju.edu.cn

Affiliation Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China

https://orcid.org/0000-0001-5994-6472

⨯
Huilong Duan

Roles Conceptualization, Investigation, Project administration, Resources, Supervision, Validation

Affiliation Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
⨯

A weakly supervised method for surgical scene components detection with visual foundation model

Xiaoyan Zhang,
Jingyi Feng,
Qian Zhang,
Liming Wu,
Yichen Zhu,
Ziyu Zhou,
Jiquan Liu,
Huilong Duan

Published: May 27, 2025
https://doi.org/10.1371/journal.pone.0322751

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