Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 13 Feb 2025

Ultra-lightweight tomatoes disease recognition method based on efficient attention mechanism in complex environment

in Sustainable and Intelligent Phytoprotection

Wenbin Sun
Zhilong Xu
Kang Xu
Lin Ru
Ranbing Yang
Rong Wang
Jiejie Xing

Frontiers in Plant Science

doi 10.3389/fpls.2024.1491593

1,801 views
2 citations

Original Research

Published on 13 Feb 2025

A method of deep network auto-training based on the MTPI auto-transfer learning and a reinforcement learning algorithm for vegetation detection in a dry thermal valley environment

in Sustainable and Intelligent Phytoprotection

Yayong Chen
Beibei Zhou
Chen Xiaopeng
Changkun Ma
Lei Cui
Feng Lei
Xiaojie Han
Linjie Chen
Shanshan Wu
Dapeng Ye

Frontiers in Plant Science

doi 10.3389/fpls.2024.1448669

1,580 views
2 citations

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

5,403 views
20 citations

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

6,705 views
7 citations

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

2,077 views
4 citations

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

2,364 views
1 citation

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

1,315 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

2,876 views
9 citations

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

1,877 views
5 citations

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

15,276 views
26 citations

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

3,175 views
4 citations

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

1,806 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

2,447 views
3 citations

Original Research

Published on 20 Jan 2025

Ecological risk assessment of future suitable areas for Piper kadsura under the background of climate change

in Sustainable and Intelligent Phytoprotection

Shimeng Li
Yuanxin Li
Mingli Hu
Yankun Li
Mingrong Yang
Shi Wang
Wei Yu
Chunsong Cheng
Qiqing Cheng

Frontiers in Plant Science

doi 10.3389/fpls.2024.1471706

2,376 views
4 citations

Data Report

Published on 15 Jan 2025

An image dataset for analyzing tea picking behavior in tea plantations

in Sustainable and Intelligent Phytoprotection

Ru Han
Ye Zheng
Renjie Tian
Lei Shu
Xiaoyuan Jing
Fan Yang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1473558

2,172 views
2 citations

Original Research

Published on 15 Jan 2025

Estimation of Dendrocalamus giganteus leaf area index by combining multi-source remote sensing data and machine learning optimization model

in Sustainable and Intelligent Phytoprotection

Zhen Qin
Huanfen Yang
Qingtai Shu
Jinge Yu
Zhengdao Yang
Xu Ma
Dandan Duan

Frontiers in Plant Science

doi 10.3389/fpls.2024.1505414

1,682 views
4 citations

Original Research

Published on 13 Jan 2025

An improved U-net and attention mechanism-based model for sugar beet and weed segmentation

in Sustainable and Intelligent Phytoprotection

Yadong Li
Ruinan Guo
Rujia Li
Rongbiao Ji
Mengyao Wu
Dinghao Chen
Cong Han
Ruilin Han
Yongxiu Liu
Yuwen Ruan

Frontiers in Plant Science

doi 10.3389/fpls.2024.1449514

2,609 views
10 citations

Original Research

Published on 09 Jan 2025

LiDAR point cloud denoising for individual tree extraction based on the Noise4Denoise

in Sustainable and Intelligent Phytoprotection

Xiangfei Lu
Zongyu Ye
Liyong Fu
Huaiyi Wang
Kaiyu Wang
Yaquan Dou
Dongbo Xie
Xiaodi Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1490660

3,103 views
2 citations

Original Research

Published on 09 Jan 2025

Effect of operational parameters on droplet deposition characteristics using an unmanned aerial vehicle for banana canopy

in Sustainable and Intelligent Phytoprotection

Jiaxiang Yu
Xing Xu
Jieli Duan
Yinlong Jiang
Haotian Yuan
Huazimo Liang
Shuaijie Jing
Zhou Yang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1491397

2,143 views
3 citations

Original Research

Published on 09 Jan 2025

Advancing precision agriculture with deep learning enhanced SIS-YOLOv8 for Solanaceae crop monitoring

in Sustainable and Intelligent Phytoprotection

Ruiqian Qin
Yiming Wang
Xiaoyan Liu
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1485903

2,591 views
3 citations

Review

Published on 07 Jan 2025

New horizons in smart plant sensors: key technologies, applications, and prospects

in Sustainable and Intelligent Phytoprotection

Fucheng Zhang
Denghua Li
Ganqiong Li
Shiwei Xu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1490801

9,559 views
8 citations

Original Research

Published on 07 Jan 2025

YOLOv7-DWS: tea bud recognition and detection network in multi-density environment via improved YOLOv7

in Sustainable and Intelligent Phytoprotection

Xiaoming Wang
Zhenlong Wu
Guannan Xiao
Chongyang Han
Cheng Fang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1503033

2,151 views
5 citations

Original Research

Published on 07 Jan 2025

Mapping the priority conservation areas for three endangered Cupressaceae plants under climate change in China

in Sustainable and Intelligent Phytoprotection

Lei Shen
Duanqiang Zhai
Xinyong Lu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1495442

1,733 views

Original Research

Published on 07 Jan 2025

An autonomous navigation method for orchard mobile robots based on octree 3D point cloud optimization

in Sustainable and Intelligent Phytoprotection

Hailong Li
Kai Huang
Yuanhao Sun
Xiaohui Lei
Quanchun Yuan
Jinqi Zhang
Xiaolan Lv

Frontiers in Plant Science

doi 10.3389/fpls.2024.1510683

3,369 views
7 citations

873 articles

articles

Ultra-lightweight tomatoes disease recognition method based on efficient attention mechanism in complex environment

A method of deep network auto-training based on the MTPI auto-transfer learning and a reinforcement learning algorithm for vegetation detection in a dry thermal valley environment

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

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

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

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

Ecological risk assessment of future suitable areas for Piper kadsura under the background of climate change

An image dataset for analyzing tea picking behavior in tea plantations

Estimation of Dendrocalamus giganteus leaf area index by combining multi-source remote sensing data and machine learning optimization model

An improved U-net and attention mechanism-based model for sugar beet and weed segmentation

LiDAR point cloud denoising for individual tree extraction based on the Noise4Denoise

Effect of operational parameters on droplet deposition characteristics using an unmanned aerial vehicle for banana canopy

Advancing precision agriculture with deep learning enhanced SIS-YOLOv8 for Solanaceae crop monitoring

New horizons in smart plant sensors: key technologies, applications, and prospects

YOLOv7-DWS: tea bud recognition and detection network in multi-density environment via improved YOLOv7

Mapping the priority conservation areas for three endangered Cupressaceae plants under climate change in China

An autonomous navigation method for orchard mobile robots based on octree 3D point cloud optimization