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Deep learning for sorghum yield forecasting using uncrewed aerial systems and lab-derived imagery

Md.Abdullah Al Bari Aliva Bakshi Jahid Chowdhury Choton Swaraj Pramanik Trevor D.Witt Doina Caragea Scott Bean S.V.Krishna Jagadish Terry Felderhoff

植物表型组学（英文）2026，Vol.8Issue(1)：17-31,15.

植物表型组学（英文）2026，Vol.8Issue(1)：17-31,15.DOI:10.1016/j.plaphe.2025.100133

Deep learning for sorghum yield forecasting using uncrewed aerial systems and lab-derived imagery

Md.Abdullah Al Bari ¹Aliva Bakshi ²Jahid Chowdhury Choton ²Swaraj Pramanik ²Trevor D.Witt ³Doina Caragea ²Scott Bean ⁴S.V.Krishna Jagadish ⁵Terry Felderhoff⁶

作者信息

1. Department of Agronomy,Kansas State University,Manhattan,KS,66506,USA||Department of Plant and Environmental Sciences,New Mexico State University,Las Cruces,NM,88003,USA
2. Department of Computer Science,Kansas State University,Manhattan,KS,66506,USA
3. Department of Entomology,Kansas State University,Manhattan,KS,66506,USA
4. Center for Grain and Animal Health Research,ARS-USDA,Manhattan,KS,66506,USA
5. Department of Plant and Soil Science,Texas Tech University,Lubbock,TX,79409,USA
6. Department of Agronomy,Kansas State University,Manhattan,KS,66506,USA
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摘要

关键词

Deep Learning/Computer Vision,YOLO,Faster-RCNN/Unmanned Aerial Systems(UAS)Imagery/Extracting Yield Features/Sorghum Yield Prediction using Machine/Learning

Key words

Deep Learning/Computer Vision,YOLO,Faster-RCNN/Unmanned Aerial Systems(UAS)Imagery/Extracting Yield Features/Sorghum Yield Prediction using Machine/Learning

引用本文复制引用

Md.Abdullah Al Bari,Aliva Bakshi,Jahid Chowdhury Choton,Swaraj Pramanik,Trevor D.Witt,Doina Caragea,Scott Bean,S.V.Krishna Jagadish,Terry Felderhoff..Deep learning for sorghum yield forecasting using uncrewed aerial systems and lab-derived imagery[J].植物表型组学（英文）,2026,8(1):17-31,15.

基金项目

This project was funded by the United Sorghum Checkoff Program,Award#CI005-22. （）

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