High-throughput image-based plant stand count estimation using convolutional neural networks

Saeed Khaki; Hieu Pham; Zahra Khalilzadeh; Arezoo Masoud; Nima Safaei; Ye Han; Wade Kent; Lizhi Wang

doi:10.1371/journal.pone.0268762

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Open Access

Peer-reviewed

Research Article

High-throughput image-based plant stand count estimation using convolutional neural networks

Saeed Khaki ,

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

* E-mail: skhaki@iastate.edu

Affiliation Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, Iowa, United States of America

https://orcid.org/0000-0003-0095-8588

⨯
Hieu Pham ,

Contributed equally to this work with: Hieu Pham, Zahra Khalilzadeh, Arezoo Masoud

Roles Conceptualization, Methodology, Writing – original draft

Affiliation College of Business, The University of Alabama in Huntsville, Huntsville, Alabama, United States of America
⨯
Zahra Khalilzadeh ,

Contributed equally to this work with: Hieu Pham, Zahra Khalilzadeh, Arezoo Masoud

Roles Conceptualization, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

Affiliation Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, Iowa, United States of America
⨯
Arezoo Masoud ,

Contributed equally to this work with: Hieu Pham, Zahra Khalilzadeh, Arezoo Masoud

Roles Data curation, Formal analysis, Methodology, Writing – review & editing

Affiliation Tippie College of Business, The University of Iowa, Iowa City, Iowa, United States of America
⨯
Nima Safaei,

Roles Formal analysis, Methodology, Validation, Visualization, Writing – review & editing

Affiliation Gies College of Business, The University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
⨯
Ye Han,

Roles Data curation, Funding acquisition, Project administration

Affiliation Syngenta Company, Slater, Iowa, United States of America
⨯
Wade Kent,

Roles Data curation, Funding acquisition, Project administration

Affiliation Syngenta Company, Slater, Iowa, United States of America
⨯
Lizhi Wang

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

Affiliation Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, Iowa, United States of America
⨯

High-throughput image-based plant stand count estimation using convolutional neural networks

Saeed Khaki,
Hieu Pham,
Zahra Khalilzadeh,
Arezoo Masoud,
Nima Safaei,
Ye Han,
Wade Kent,
Lizhi Wang

Published: July 28, 2022
https://doi.org/10.1371/journal.pone.0268762

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