Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 18 Dec 2025

Assessment of three broadleaf weed species classification in rice field using UAV hyperspectral imaging and machine learning

in Sustainable and Intelligent Phytoprotection

Nursyazyla Sulaiman
Nik Norasma Che’Ya
Abdul Shukor Juraimi
Nisfariza Mohd Noor
Rhushalshafira Rosle
Muhammad Huzaifah Mohd Roslim

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662972

263 views

Review

Published on 18 Dec 2025

Technology-driven approaches to intelligent mechanical weed control: a systematic review for sustainable weed management

in Sustainable and Intelligent Phytoprotection

Samriddha Das
Arjun Upadhyay
Xin Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1734507

193 views

Original Research

Published on 18 Dec 2025

Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust

in Sustainable and Intelligent Phytoprotection

Alexander Fedotov
Danila Eremenko
Daria Kuznetsova
Olga Baranova
Anton Terentev

Frontiers in Plant Science

doi 10.3389/fpls.2025.1725017

315 views

Original Research

Published on 17 Dec 2025

Plant growth-promoting bacteria (PGPB) inoculants enhance the bacterial network connectivity more than non-PGPB in heavy metal-contaminated soil

in Sustainable and Intelligent Phytoprotection

Zhaoyu Kong
Yong He
Jiaxiang Xue
Zhaohao Chen
Yongqi Gui
Jiahao Wu
Xiaomeng Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1717976

324 views

Original Research

Published on 17 Dec 2025

Multiscale CNN-state space model with feature fusion for crop disease detection from UAV imagery

in Sustainable and Intelligent Phytoprotection

Ting Zhang
Dengwu Wang
Wen Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1733727

913 views

Original Research

Published on 17 Dec 2025

Wheat height monitoring from GPS/BDS reflected signals using pseudorange and dual-frequency carrier phase observables

in Sustainable and Intelligent Phytoprotection

Mingming Sui
Zhongpei Guan
Peng Cui

Frontiers in Plant Science

doi 10.3389/fpls.2025.1717765

258 views

Original Research

Published on 17 Dec 2025

Comprehensive AI framework for automated classification, detection, segmentation, and severity estimation of date palm diseases using vision-language models and generative AI

in Sustainable and Intelligent Phytoprotection

Abid Iqbal

Frontiers in Plant Science

doi 10.3389/fpls.2025.1710188

221 views

Original Research

Accepted on 16 Dec 2025

PalmNeXt: A ConvNeXt-Based Deep Learning Model for Pest Detection in Date Palm Leaves

in Sustainable and Intelligent Phytoprotection

Mahmood Ashraf
Muhammad Zeeshan Aslam
Natasha Saeed
Syed Jawad Hussain

Frontiers in Plant Science

Original Research

Accepted on 16 Dec 2025

Paddy Pest Image Segmentation based on Multiscale attention Fusion VM-UNet

in Sustainable and Intelligent Phytoprotection

Yunlong Zhang
Yu Shao
Ting Zhang

Frontiers in Plant Science

Original Research

Published on 16 Dec 2025

In situ estimation of cotton fourth internode length and height-to-node ratio using UAV-derived vegetation indices and machine learning algorithms

in Sustainable and Intelligent Phytoprotection

Peter C. Ngimbwa
Denis O. Kiobia
Canicius J. Mwitta
Wesley M. Porter
Javad M. Velni
Glen C. Rains

Frontiers in Plant Science

doi 10.3389/fpls.2025.1722440

749 views

Data Report

Published on 16 Dec 2025

TeaWeeding-Action: a vision-based dataset for weeding behavior recognition in tea plantations

in Sustainable and Intelligent Phytoprotection

Ru Han
Xinyi Liang
Lei Shu
Xiaoyuan Jing
Fan Yang
Renjie Tian

Frontiers in Plant Science

doi 10.3389/fpls.2025.1722007

418 views

Original Research

Accepted on 15 Dec 2025

Chat Demeter: A Multi-Agent System for Plant Disease Diagnosis Integrating CNN-Transformer Models

in Sustainable and Intelligent Phytoprotection

Sainan Zhang

Frontiers in Plant Science

Original Research

Accepted on 15 Dec 2025

Fengycin–Essential Oil Emulsions as Sustainable Biocontrol Formulations Against Moniliophthora roreri, the Cacao Frosty Pod Rot Pathogen

in Sustainable and Intelligent Phytoprotection

Mirian Villavicencio-Vásquez
RODRIGO Espinoza
Ivan Choéz-Guaranda
Valeria Cos
Jonathan Coronel-León

Frontiers in Plant Science

179 views

Original Research

Published on 15 Dec 2025

LE-PWDNet: a lightweight and enhanced detection framework based on DEIM for early-stage pine wilt disease

in Sustainable and Intelligent Phytoprotection

Yujia Shen
Fang Wang
Jingjing Qian
Haifeng Lin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1701009

331 views

Review

Accepted on 12 Dec 2025

Deep Learning–Based Approaches for Weed Detection in Crops

in Sustainable and Intelligent Phytoprotection

Hua Zhao
Yan Wang

Frontiers in Plant Science

Review

Accepted on 12 Dec 2025

The Digital Orchard: Advanced Data-Driven Technologies in Apple Breeding and Genetic Modification

in Sustainable and Intelligent Phytoprotection

Dr Fazeel Abid
Zhao Zhang
Ghulam Farooque
Rana Muhammad Zulqarnain
Jawad Rasheed
Onur Osman
Shtwai Alsubai
Leila Jamel

Frontiers in Plant Science

316 views

Original Research

Accepted on 12 Dec 2025

Nanoengineered Polyglutamic Acid Fertilizers via Self-Assembly for Efficient Tomato Growth

in Sustainable and Intelligent Phytoprotection

Jiangtao Dong
Hexin Li
Bowen Yuan
Donghui Zhang
Hongliang Wang
Tao Wang
Li Songwei
Runqiang Liu

Frontiers in Plant Science

197 views

Original Research

Published on 12 Dec 2025

Kidney bean detection in complex agricultural scenarios based on the kidneyB-YOLO model

in Sustainable and Intelligent Phytoprotection

Jianjia Qi
Chunxiang Liu
Hongxia Chu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1672179

397 views

Review

Published on 12 Dec 2025

Unmanned aerial vehicle payload technology applications in agriculture and other low-altitude scenarios: a review

in Sustainable and Intelligent Phytoprotection

Weixiang Yao
Changliang Liu
Yuzhou Liu
Qi Zheng
Junyong Wang
Huiduo Yu
Chunling Chen
Shuang Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1721484

625 views

Original Research

Published on 11 Dec 2025

YOLO-DCPG: a lightweight architecture with dual-channel pooling gated attention for intensive small-target agricultural pest detection

in Sustainable and Intelligent Phytoprotection

Jingwei Liu
En Yu
Yongke Li
Yunjie Zhao
Bowen Mao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1716703

513 views

Original Research

Published on 11 Dec 2025

Proximal hyperspectral detection of rice and weed: characterization and discriminant analysis

in Sustainable and Intelligent Phytoprotection

Zhentao Wang
Tenghui Lin
Huijie Li
Yanling Yin
YuTing Suo
Hongfei Yang
Yulin Li
Fengjie Cai
Li Xiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1685985

304 views

Original Research

Published on 11 Dec 2025

Integrating UAV visible and multispectral imagery to assess grazing-induced vegetation responses in sandy grasslands

in Sustainable and Intelligent Phytoprotection

Qiang Guan
Mingyang Jiang
Wen Du
Xueyan Chen
Baolong Yan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1730583

292 views

Original Research

Published on 11 Dec 2025

A machine learning based model for the precise regulation of tomato seedling growth for automatic grafting

in Sustainable and Intelligent Phytoprotection

Yichi Wang
Hongxuan Deng
Huiwen Li
Zeyi Mu
Song Gu
Yinghui Mu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1664063

465 views

Original Research

Accepted on 09 Dec 2025

Comprehensive assessment of Erwinia amylovora: from establishment risk in global host production areas to dispersal dynamics and associated economic losses in China

in Sustainable and Intelligent Phytoprotection

Ming Li
Xiaoqing Xian
Zhenan Jin
Yuhan Qi
Jianyang Guo
Nianwan Yang
Guifen Zhang
Jin Xu
Wanxue Liu

Frontiers in Plant Science

870 articles

articles

Assessment of three broadleaf weed species classification in rice field using UAV hyperspectral imaging and machine learning

Technology-driven approaches to intelligent mechanical weed control: a systematic review for sustainable weed management

Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust

Plant growth-promoting bacteria (PGPB) inoculants enhance the bacterial network connectivity more than non-PGPB in heavy metal-contaminated soil

Multiscale CNN-state space model with feature fusion for crop disease detection from UAV imagery

Wheat height monitoring from GPS/BDS reflected signals using pseudorange and dual-frequency carrier phase observables

Comprehensive AI framework for automated classification, detection, segmentation, and severity estimation of date palm diseases using vision-language models and generative AI

PalmNeXt: A ConvNeXt-Based Deep Learning Model for Pest Detection in Date Palm Leaves

Paddy Pest Image Segmentation based on Multiscale attention Fusion VM-UNet

In situ estimation of cotton fourth internode length and height-to-node ratio using UAV-derived vegetation indices and machine learning algorithms

TeaWeeding-Action: a vision-based dataset for weeding behavior recognition in tea plantations

Chat Demeter: A Multi-Agent System for Plant Disease Diagnosis Integrating CNN-Transformer Models

Fengycin–Essential Oil Emulsions as Sustainable Biocontrol Formulations Against Moniliophthora roreri, the Cacao Frosty Pod Rot Pathogen

LE-PWDNet: a lightweight and enhanced detection framework based on DEIM for early-stage pine wilt disease

Deep Learning–Based Approaches for Weed Detection in Crops

The Digital Orchard: Advanced Data-Driven Technologies in Apple Breeding and Genetic Modification

Nanoengineered Polyglutamic Acid Fertilizers via Self-Assembly for Efficient Tomato Growth

Kidney bean detection in complex agricultural scenarios based on the kidneyB-YOLO model

Unmanned aerial vehicle payload technology applications in agriculture and other low-altitude scenarios: a review

YOLO-DCPG: a lightweight architecture with dual-channel pooling gated attention for intensive small-target agricultural pest detection

Proximal hyperspectral detection of rice and weed: characterization and discriminant analysis

Integrating UAV visible and multispectral imagery to assess grazing-induced vegetation responses in sandy grasslands

A machine learning based model for the precise regulation of tomato seedling growth for automatic grafting

Comprehensive assessment of Erwinia amylovora: from establishment risk in global host production areas to dispersal dynamics and associated economic losses in China