Research on mechanical automatic food packaging defect detection model based on improved YOLOv5 algorithm

Guanyong Liu; Shuai Zhang; Lixin Wang; Xiaoran Li; Gongchen Li

doi:10.1371/journal.pone.0321971

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Peer-reviewed

Research Article

Research on mechanical automatic food packaging defect detection model based on improved YOLOv5 algorithm

Guanyong Liu,

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

Affiliation Internship and Training Management Office, Binzhou Polytechnic, Binzhou, Shandong, China
⨯
Shuai Zhang,

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

Affiliation Internship and Training Management Office, Binzhou Polytechnic, Binzhou, Shandong, China
⨯
Lixin Wang,

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

Affiliation Internship and Training Management Office, Binzhou Polytechnic, Binzhou, Shandong, China
⨯
Xiaoran Li,

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

Affiliation Internship and Training Management Office, Binzhou Polytechnic, Binzhou, Shandong, China
⨯
Gongchen Li

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

* E-mail: gongchen.li968741@hotmail.com

Affiliation Internship and Training Management Office, Binzhou Polytechnic, Binzhou, Shandong, China

https://orcid.org/0009-0005-0167-5485

⨯

Research on mechanical automatic food packaging defect detection model based on improved YOLOv5 algorithm

Guanyong Liu,
Shuai Zhang,
Lixin Wang,
Xiaoran Li,
Gongchen Li

Published: April 24, 2025
https://doi.org/10.1371/journal.pone.0321971

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