Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

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

233 views

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

496 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

127 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

269 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

283 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

169 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

358 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

542 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

252 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

455 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

237 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

418 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

Original Research

Accepted on 09 Dec 2025

RFDAF-Net: A Novel Region-specific Feature Decoupling and Adaptive Fusion Network for Field Soybean Disease Identification in Precision Agriculture

in Sustainable and Intelligent Phytoprotection

Renyong Pan
Qihang Yang
Jian Cao
Yang Chen

Frontiers in Plant Science

Original Research

Accepted on 09 Dec 2025

Path Tracking Control Method for Tracked Agricultural Vehicles Based on Slip-Aware Look-Ahead Point Offset

in Sustainable and Intelligent Phytoprotection

Huanyu Liu
Zhihang Han
Jiaqin Yin
Bao Junwei
Jian Mu
Hewen Tan
Xiangnan Liu

Frontiers in Plant Science

107 views

Original Research

Accepted on 09 Dec 2025

Early Detection of Soybean Mosaic Virus (SMV) Using Portable Raman Spectroscopy coupled with Machine Learning

in Sustainable and Intelligent Phytoprotection

Yujia Han
Hongpu Guan
Dagang Wang
Yafei Zhang
Weixuan Zhang
Yiming Zhao
Longgang Zhao
Zhaohua Wang
TINGTING WU
Yanru Zhao

Frontiers in Plant Science

Original Research

Published on 09 Dec 2025

Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco

in Sustainable and Intelligent Phytoprotection

Chuntang Mao
Yanan Zhao
Leiguang Wang
Ziyi Yang
Weili Kou
Weiheng Xu
Huan Wang
Xiaolong Zhang
Ning Lu
Guangzhi Di

Frontiers in Plant Science

doi 10.3389/fpls.2025.1728043

298 views

Original Research

Accepted on 08 Dec 2025

A lightweight co-optimization model for field sunflower disease identification

in Sustainable and Intelligent Phytoprotection

Xiao Wu
Liqian Zhang
Yaogeng Wang
Yunli Bai

Frontiers in Plant Science

Original Research

Accepted on 08 Dec 2025

MSCF-LUNet: A Lightweight Three-Stage Pine Wilt Disease Segmentation Model with Multi-Scale Context Fusion Mechanism

in Sustainable and Intelligent Phytoprotection

Dejing Zhou
Junxian Chen
Wenxi Cai
Jie Lin
Tiantian Meng
Yuanhang Li
Baihan Liu
Mengting Luo
Yubin Lan
Wanjie Xiong

Frontiers in Plant Science

Original Research

Accepted on 08 Dec 2025

Agentic AI for Smart and Sustainable Precision Agriculture

in Sustainable and Intelligent Phytoprotection

Parvathaneni Naga Srinivasu
Aruna Pavate
G. JayaLakshmi
Jana Shafi
Jaeyoung Choi
Muhammad Fazal Ijaz

Frontiers in Plant Science

235 views

Data Report

Accepted on 08 Dec 2025

An Annotated Image Dataset for Small Apple Fruitlet Detection in Complex Orchard Environments

in Sustainable and Intelligent Phytoprotection

Dandan Wang
Bo Wang

Frontiers in Plant Science

Original Research

Published on 08 Dec 2025

KD-SSGD: knowledge distillation-enhanced semi-supervised germination detection

in Sustainable and Intelligent Phytoprotection

Chengcheng Chen
Di Luo
Tiantian Pang
Xianchang Wang
Ronghao Fu
Kaiyao Gou
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1688792

413 views

868 articles

articles

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

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

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

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

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

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

RFDAF-Net: A Novel Region-specific Feature Decoupling and Adaptive Fusion Network for Field Soybean Disease Identification in Precision Agriculture

Path Tracking Control Method for Tracked Agricultural Vehicles Based on Slip-Aware Look-Ahead Point Offset

Early Detection of Soybean Mosaic Virus (SMV) Using Portable Raman Spectroscopy coupled with Machine Learning

Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco

A lightweight co-optimization model for field sunflower disease identification

MSCF-LUNet: A Lightweight Three-Stage Pine Wilt Disease Segmentation Model with Multi-Scale Context Fusion Mechanism

Agentic AI for Smart and Sustainable Precision Agriculture

An Annotated Image Dataset for Small Apple Fruitlet Detection in Complex Orchard Environments

KD-SSGD: knowledge distillation-enhanced semi-supervised germination detection