Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Accepted on 12 Feb 2025

An Enhanced Lightweight Model for Apple Leaf Disease Detection in Complex Orchard Environments

in Sustainable and Intelligent Phytoprotection

Ge Wang
Wenjie Sang
Fangqian Xu
Yuteng Gao
Yue Han
Qiang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1545875

Original Research

Published on 11 Feb 2025

DM-YOLO: improved YOLOv9 model for tomato leaf disease detection

in Sustainable and Intelligent Phytoprotection

Abudukelimu Abulizi
Junxiang Ye
Halidanmu Abudukelimu
Wenqiang Guo

Frontiers in Plant Science

doi 10.3389/fpls.2024.1473928

275 views

Original Research

Accepted on 10 Feb 2025

DBY-Tobacco: A dual-branch model for non-tobacco related materials detection based on hyperspectral feature fusion

in Sustainable and Intelligent Phytoprotection

Cheng Shen
Yuecheng Qi
Lijun Yun
Xu Zhang
Zaiqing Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1538051

Methods

Accepted on 07 Feb 2025

Research on a Machine Vision-Based Electro-killing Pheromone-Baited Intelligent Agricultural Pest Monitoring Method

in Sustainable and Intelligent Phytoprotection

Guozhi Li
Zhengbo Liu
Zelin Feng
Jun Lyu
Bin Li
Guo Chen
Qing Yao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1521594

Review

Published on 06 Feb 2025

Optimizing greenhouse microclimate for plant pathology: challenges and cooling solutions for pathogen control in arid regions

in Sustainable and Intelligent Phytoprotection

Abdulmujib G. Yusuf
Fahad A. Al-Yahya
Amgad A. Saleh
Ahmed M. Abdel-Ghany

Frontiers in Plant Science

doi 10.3389/fpls.2025.1492760

271 views

Original Research

Published on 06 Feb 2025

Efficient and accurate identification of maize rust disease using deep learning model

in Sustainable and Intelligent Phytoprotection

Pei Wang
Jiajia Tan
Yuheng Yang
Tong Zhang
Pengxin Wu
Xinglong Tang
Hui Li
Xiongkui He
Xinping Chen

Frontiers in Plant Science

doi 10.3389/fpls.2024.1490026

230 views

Original Research

Published on 04 Feb 2025

Herbicide resistance in Leptochloa chinensis (L.) Nees populations from different regions of Jiangsu Province, China: sensitivity differences and underlying mechanisms

in Sustainable and Intelligent Phytoprotection

Peng Xu
Ke Wang
Yawen Ju
Yousheng Fu
Axiu Zhu
Kaige Cao
Hongchun Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1535877

192 views

Original Research

Accepted on 03 Feb 2025

A Novel Method Based on Lesion Expansion to Assess Plant Disease Severity

in Sustainable and Intelligent Phytoprotection

Feng Qin
Haiguang Wang
Jiang Qian
Hongli Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1510663

Original Research

Published on 03 Feb 2025

Evaluating sowing uniformity in hybrid rice using image processing and the OEW-YOLOv8n network

in Sustainable and Intelligent Phytoprotection

Zehua Li
Yihui Pan
Xu Ma
Yongjun Lin
Xicheng Wang
Hongwei Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1473153

184 views

Original Research

Published on 31 Jan 2025

TomatoGuard-YOLO: a novel efficient tomato disease detection method

in Sustainable and Intelligent Phytoprotection

Xuewei Wang
Jun Liu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1499278

203 views

Original Research

Published on 29 Jan 2025

Application of deep learning for real-time detection, localization, and counting of the malignant invasive weed Solanum rostratum Dunal

in Sustainable and Intelligent Phytoprotection

Shifeng Du
Yashuai Yang
Hongbo Yuan
Man Cheng

Frontiers in Plant Science

doi 10.3389/fpls.2024.1486929

232 views

Original Research

Accepted on 23 Jan 2025

Design and testing of the key technology of the cotton direct seeding machine

in Sustainable and Intelligent Phytoprotection

Song Wei
Hongyun Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1530725

Original Research

Published on 23 Jan 2025

Enhancing plant disease detection through deep learning: a Depthwise CNN with squeeze and excitation integration and residual skip connections

in Sustainable and Intelligent Phytoprotection

Asadulla Y. Ashurov
Mehdhar S. A. M. Al-Gaashani
Nagwan A. Samee
Reem Alkanhel
Ghada Atteia
Hanaa A. Abdallah
Mohammed Saleh Ali Muthanna

Frontiers in Plant Science

doi 10.3389/fpls.2024.1505857

552 views

Original Research

Published on 22 Jan 2025

Accurate LAI estimation of soybean plants in the field using deep learning and clustering algorithms

in Sustainable and Intelligent Phytoprotection

Bing Shi
Luqi Guo
Lejun Yu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1501612

385 views

Original Research

Published on 22 Jan 2025

Assessing the establishment risk for parthenogenetic populations of Lissorhoptrus oryzophilus in global rice-growing areas and potential economic impact in China

in Sustainable and Intelligent Phytoprotection

Luoyuan Li
Zhenan Jin
Ming Li
Yantao Xue
Jianyang Guo
Dong Jia
Ruiyan Ma
Zhichuang Lü
Xiaoqing Xian
Wanxue Liu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1506418

301 views

Original Research

Published on 21 Jan 2025

An improved ShuffleNetV2 method based on ensemble self-distillation for tomato leaf diseases recognition

in Sustainable and Intelligent Phytoprotection

Shuiping Ni
Yue Jia
Mingfu Zhu
Yizhe Zhang
Wendi Wang
Shangxin Liu
Yawei Chen

Frontiers in Plant Science

doi 10.3389/fpls.2024.1521008

331 views

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Articles

An Enhanced Lightweight Model for Apple Leaf Disease Detection in Complex Orchard Environments

DM-YOLO: improved YOLOv9 model for tomato leaf disease detection

DBY-Tobacco: A dual-branch model for non-tobacco related materials detection based on hyperspectral feature fusion

Research on a Machine Vision-Based Electro-killing Pheromone-Baited Intelligent Agricultural Pest Monitoring Method

Optimizing greenhouse microclimate for plant pathology: challenges and cooling solutions for pathogen control in arid regions

Efficient and accurate identification of maize rust disease using deep learning model

Herbicide resistance in Leptochloa chinensis (L.) Nees populations from different regions of Jiangsu Province, China: sensitivity differences and underlying mechanisms

A Novel Method Based on Lesion Expansion to Assess Plant Disease Severity

Evaluating sowing uniformity in hybrid rice using image processing and the OEW-YOLOv8n network

TomatoGuard-YOLO: a novel efficient tomato disease detection method

Application of deep learning for real-time detection, localization, and counting of the malignant invasive weed Solanum rostratum Dunal

Design and testing of the key technology of the cotton direct seeding machine

Enhancing plant disease detection through deep learning: a Depthwise CNN with squeeze and excitation integration and residual skip connections

Accurate LAI estimation of soybean plants in the field using deep learning and clustering algorithms

Assessing the establishment risk for parthenogenetic populations of Lissorhoptrus oryzophilus in global rice-growing areas and potential economic impact in China

An improved ShuffleNetV2 method based on ensemble self-distillation for tomato leaf diseases recognition