Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

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

724 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

526 views

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

336 views

Original Research

Accepted on 06 Oct 2025

Integral Terminal Sliding Mode-based Adaptive Driving Control Method of Tracked Robots

in Sustainable and Intelligent Phytoprotection

Zhiqiang Li
Kun Luo
Liang Tao
Yan Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1658758

Original Research

Accepted on 05 Oct 2025

Distributed Multi-Robot Active Gathering for Non-Uniform Agriculture and Forestry Information

in Sustainable and Intelligent Phytoprotection

Jun Chen
Mingjia Chen
Qi Mao
Fei Xie
Philip M Dames

Frontiers in Plant Science

doi 10.3389/fpls.2025.1699124

380 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

778 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

558 views

Original Research

Accepted on 02 Oct 2025

ASSESSMENT OF THREE BROADLEAF WEED SPECIES CLASSIFICATION IN RICE FIELD USING UAV HYPERSPECTRAL IMAGING AND MACHINE LEARNING

in Sustainable and Intelligent Phytoprotection

Nursyazyla Binti Sulaiman
Nik Norasma Binti Che'Ya
Abdul Shukor Bin Juraimi
Nisfariza Binti Mohd Noor
RHUSHALSHAFIRA BT ROSLE
MUHAMMAD HUZAIFAH MOHD ROSLIM

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662972

132 views

Original Research

Accepted on 02 Oct 2025

LDL-MobileNetV3S: An Enhanced Lightweight MobileNetV3-Small Model for Potato Leaf Disease Diagnosis through Multi-Module Fusion

in Sustainable and Intelligent Phytoprotection

Jinyan Zhang
Xiaofei Yang
Xueliang Fu
Buyu Wang
Honghui Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1656731

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

580 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

819 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

1,147 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

710 views

Original Research

Accepted on 30 Sep 2025

Non-destructive Detection of Phyllostachys edulis under Salt Stress Using UHF RFID Based on Cole-Cole Model Optimization Algorithm

in Sustainable and Intelligent Phytoprotection

Wen Zhang
Ziyang Hou
Yanyi Liu
Yin Wu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1678760

122 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

699 views

Original Research

Accepted on 29 Sep 2025

CDPNet: A Deformable ProtoPNet for Interpretable Wheat Leaf Disease Identification

in Sustainable and Intelligent Phytoprotection

Jinyu Zeng
Bingjing Jia
Chenguang Song
Hua Ge
Lei Shi
Bo Kang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676798

320 views