Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 09 Oct 2025

Sorghum yield prediction using UAV multispectral imaging and stacking ensemble learning in arid regions

in Sustainable and Intelligent Phytoprotection

Linqiang Deng
Yaoyu Li
Xifeng Liu
Zhimin Zhang
Juanjuan Mu
Shujie Jia
Yuqiao Yan
Wuping Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636015

1,842 views
2 citations

Original Research

Published on 09 Oct 2025

A counting method of whiteflies on crop leave images captured by AR glasses based on segmentation and improved YOLOv11 models

in Sustainable and Intelligent Phytoprotection

Shilong Zhao
Jun Lyu
Shuhua Liu
Zelin Feng
Heping Ling
Jiabao Jiao
Zhaoxin Ni
Baojun Yang
Qing Yao
Ju Luo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687282

1,849 views

Original Research

Published on 09 Oct 2025

Cotton pest and disease diagnosis via YOLOv11-based deep learning and knowledge graphs: a real-time voice-enabled edge solution

in Sustainable and Intelligent Phytoprotection

Meiqi Zhong
Linjing Wei
Henghui Mo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1671755

2,760 views

Editorial

Published on 07 Oct 2025

Editorial: Advanced methods, equipment and platforms in precision field crops protection, volume II

in Sustainable and Intelligent Phytoprotection

Zhaoyuan Zhang
Ning Yang
Peter Yuen
Jingcheng Zhang
Jun Ni

Frontiers in Plant Science

doi 10.3389/fpls.2025.1704271

1,760 views

Original Research

Published on 07 Oct 2025

Smart intercropping system to detect leaf disease using hyperspectral imaging and hybrid deep learning for precision agriculture

in Sustainable and Intelligent Phytoprotection

S. B. Goyal
Varun Malik
Anand Singh Rajawat
Mudassir Khan
Amna Ikram
Bayan Alabdullah
Abrar Almjally

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662251

2,609 views
3 citations

Original Research

Published on 07 Oct 2025

DUNet: a novel dehazing model based on outdoor images

in Sustainable and Intelligent Phytoprotection

Wei Zhao
Qiusheng Zhang
Mingliang Li
Guanshi Ye
Zichen Liu
Mingyang Qi
Helong Yu
You Tang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1632052

1,377 views

Original Research

Published on 03 Oct 2025

A precision grading method for walnut leaf brown spot disease integrating hierarchical feature selection and dynamic multi-scale convolution

in Sustainable and Intelligent Phytoprotection

Yuting Wei
Debin Zeng
Liangfang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1641677

1,844 views

Original Research

Published on 03 Oct 2025

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

in Sustainable and Intelligent Phytoprotection

Leilei Deng
Di Fang
Aziz Ullah
Qi Hou
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640405

1,941 views

Original Research

Published on 02 Oct 2025

ADQ-YOLOv8m: a precise detection model of sugarcane disease in complex environment

in Sustainable and Intelligent Phytoprotection

Zhaowen Li
Jihong Sun
Ying Yang
Jiangquan Chen
Qian Yu
Zheng Zhou
Yan Yang
Tao Yin
Haokai Zhang
Ye Qian

Frontiers in Plant Science

doi 10.3389/fpls.2025.1669825

1,918 views

Original Research

Published on 02 Oct 2025

Modeling diameter at breast height of Chinese fir (Cunninghamia lanceolata) using UAV LiDAR data in Southern China

in Sustainable and Intelligent Phytoprotection

Ziyang Liu
Dongbo Xie
Zheyuan Wu
Linyan Feng
Xingyong Liao
Yongjun Wang
Wendong Zhu
Ram P. Sharma
Liyong Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1546055

1,955 views

Original Research

Published on 02 Oct 2025

Toward non-invasive early pest surveillance: cross-modal adaptation using PLMS acoustic-visual representation and pre-trained transfer learning

in Sustainable and Intelligent Phytoprotection

Yaqin Wu
Lijun Cheng
Wangli Hao
Jianjun Niu
Yuze Li
Yan Chang
Jia Lv
Xuru Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1610163

2,524 views

Original Research

Published on 01 Oct 2025

SegFormer-based nectar source segmentation in remote sensing imagery

in Sustainable and Intelligent Phytoprotection

Mengting Dong
Hao Cao
Tian Zhao
Xu Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666619

1,959 views

Original Research

Published on 30 Sep 2025

A lightweight deep convolutional neural network development for soybean leaf disease recognition

in Sustainable and Intelligent Phytoprotection

Yakun Zhang
Ruofei Bao
Mengxin Guan
Zixuan Wang
Libo Wang
Xiahua Cui
Xiaoli Niu
Yan Wang
Shaukat Ali
Yafei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1655564

2,049 views

Original Research

Published on 29 Sep 2025

Soft prompt-tuning for plant pest and disease classification from colloquial descriptions

in Sustainable and Intelligent Phytoprotection

Xinlu Liu
Xinbing Li
Yi Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668642

1,807 views

Original Research

Published on 29 Sep 2025

Spatiotemporal pattern analysis of juglans leaf necrosis disease occurrence and development in southern Xinjiang, China, based on UAV

in Sustainable and Intelligent Phytoprotection

Heyu Zhang
Lei Guan
Zhaokun Geng
Xinglei Ma
Qiang Zhang
Baoqing Wang
Cuifang Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1633206

2,054 views

Original Research

Published on 26 Sep 2025

Developing compatibility biomass model based on UAV LiDAR data of Chinese fir (Cunninghamia lanceolata) in Southern China

in Sustainable and Intelligent Phytoprotection

Zheyuan Wu
Dongbo Xie
Ziyang Liu
Qiao Chen
Qiaolin Ye
Jinsheng Ye
Qiulai Wang
Xingyong Liao
Yongjun Wang
Ram P. Sharma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1520666

2,180 views
1 citation

Original Research

Published on 25 Sep 2025

Harnessing artificial intelligence for sustainable rice leaf disease classification

in Sustainable and Intelligent Phytoprotection

Muhammad Ehsan Rana
Vazeerudeen Abdul Hameed
Ian Kiew Yi Eng
Hrudaya Kumar Tripathy
Saurav Mallik

Frontiers in Plant Science

doi 10.3389/fpls.2025.1594329

3,138 views
1 citation

Original Research

Published on 24 Sep 2025

YOLOv8-FDA: lightweight wheat ear detection and counting in drone images based on improved YOLOv8

in Sustainable and Intelligent Phytoprotection

Yuxuan Lin
Xiao Xiao
Haifeng Lin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1682243

2,398 views
2 citations

Original Research

Published on 23 Sep 2025

Sorghum crops classification and segmentation using shifted window transformer neural network and localization based on (YOLO)v9-path aggregation network

in Sustainable and Intelligent Phytoprotection

Javaria Amin
Rida Zahra
Alena Maryum
Amber Sarwar
Amad Zafar
Seong-Han Kim

Frontiers in Plant Science

doi 10.3389/fpls.2025.1586865

2,090 views

Original Research

Published on 23 Sep 2025

Temporal dynamics of sapota pest damage and Phytophthora disease: insights from time series and machine learning models

in Sustainable and Intelligent Phytoprotection

Meenakshi Malik
Niranjan Singh
Amoghavarsha Chittaragi
Raghavendra D
Balanagouda Patil
Bachu Lakshmi Manisha

Frontiers in Plant Science

doi 10.3389/fpls.2025.1659709

2,151 views

Original Research

Published on 22 Sep 2025

An improved YOLOv8-seg-based method for key part segmentation of tobacco plants

in Sustainable and Intelligent Phytoprotection

Yihao Liu
Du Chen
Yawei Zhang
Xin Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1673202

2,852 views
1 citation

Original Research

Published on 19 Sep 2025

Adaptive path tracking control of unmanned agricultural machinery with fixed-time super-twisting sliding mode based on RLS-ELM

in Sustainable and Intelligent Phytoprotection

Zhijian Chen
Jianjun Yin
Sheikh Muhammad Farhan
Zhenhua Lin
Maile Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1678648

2,524 views

Original Research

Published on 18 Sep 2025

A novel efficient eggplant disease detection method with multi-scale learning and edge feature enhancement

in Sustainable and Intelligent Phytoprotection

Hao Sun
Rui Fu
Dae-Ki Kang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666955

2,355 views

Original Research

Published on 18 Sep 2025

Deep learning-enabled hyperspectral imaging for high-accuracy non-destructive quantification of nutritional components in multi-variety apples

in Sustainable and Intelligent Phytoprotection

Hanhan Zhai
Pan Xie
Xin Xie
Shuai Shuai Sha

Frontiers in Plant Science

doi 10.3389/fpls.2025.1634785

2,682 views
1 citation

942 articles

articles

Sorghum yield prediction using UAV multispectral imaging and stacking ensemble learning in arid regions

A counting method of whiteflies on crop leave images captured by AR glasses based on segmentation and improved YOLOv11 models

Cotton pest and disease diagnosis via YOLOv11-based deep learning and knowledge graphs: a real-time voice-enabled edge solution

Editorial: Advanced methods, equipment and platforms in precision field crops protection, volume II

Smart intercropping system to detect leaf disease using hyperspectral imaging and hybrid deep learning for precision agriculture

DUNet: a novel dehazing model based on outdoor images

A precision grading method for walnut leaf brown spot disease integrating hierarchical feature selection and dynamic multi-scale convolution

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

ADQ-YOLOv8m: a precise detection model of sugarcane disease in complex environment

Modeling diameter at breast height of Chinese fir (Cunninghamia lanceolata) using UAV LiDAR data in Southern China

Toward non-invasive early pest surveillance: cross-modal adaptation using PLMS acoustic-visual representation and pre-trained transfer learning

SegFormer-based nectar source segmentation in remote sensing imagery

A lightweight deep convolutional neural network development for soybean leaf disease recognition

Soft prompt-tuning for plant pest and disease classification from colloquial descriptions

Spatiotemporal pattern analysis of juglans leaf necrosis disease occurrence and development in southern Xinjiang, China, based on UAV

Developing compatibility biomass model based on UAV LiDAR data of Chinese fir (Cunninghamia lanceolata) in Southern China

Harnessing artificial intelligence for sustainable rice leaf disease classification

YOLOv8-FDA: lightweight wheat ear detection and counting in drone images based on improved YOLOv8

Sorghum crops classification and segmentation using shifted window transformer neural network and localization based on (YOLO)v9-path aggregation network

Temporal dynamics of sapota pest damage and Phytophthora disease: insights from time series and machine learning models

An improved YOLOv8-seg-based method for key part segmentation of tobacco plants

Adaptive path tracking control of unmanned agricultural machinery with fixed-time super-twisting sliding mode based on RLS-ELM

A novel efficient eggplant disease detection method with multi-scale learning and edge feature enhancement

Deep learning-enabled hyperspectral imaging for high-accuracy non-destructive quantification of nutritional components in multi-variety apples