Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

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

1,012 views
2 citations

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

1,050 views

Original Research

Published on 08 Dec 2025

Real-time segmentation and phenotypic analysis of rice seeds using YOLOv11-LA and RiceLCNN

in Sustainable and Intelligent Phytoprotection

Dejia Zhang
Shaozhong Song
Jia Liu
Weiwei Xu
Nurdila Xiayidan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1673143

1,326 views

Original Research

Published on 05 Dec 2025

Detection techniques for tomato diseases under non-stationary climatic conditions

in Sustainable and Intelligent Phytoprotection

Zhenzhen Wu
Jiao Han
Shiyu Wang
Xiangwei Meng
Rui Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1704663

1,362 views

Original Research

Published on 03 Dec 2025

Distribution patterns, conservation status and suitable habitat areas of highly valuable medicinal plants in China

in Sustainable and Intelligent Phytoprotection

Xiuli Gao
Jiejing Gao
Sudhindra R. Gadagkar
Ruyu Yao
Yiheng Li
Sanling Jin
Buhe
Jianhe Wei
Bengang Zhang
Shengxiang Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1657997

1,653 views

Original Research

Published on 03 Dec 2025

An ensemble heterogeneous transformer model for an effective diagnosis of multiple plant diseases

in Sustainable and Intelligent Phytoprotection

Ponugoti Kalpana
Pradeepini Gera
Eatedal Alabdulkreem
Mohammad Tabrez Quasim
Jamel Baili
Yongwon Cho
Yunyoung Nam

Frontiers in Plant Science

doi 10.3389/fpls.2025.1693095

1,441 views
1 citation

Original Research

Published on 03 Dec 2025

Prescribed time backstepping sliding mode control for attitude stabilization of plant-protection UAVs under wind and motor disturbances

in Sustainable and Intelligent Phytoprotection

Chenqi Zhu
Zhikai Wang
Dongkai Zhang
Pengju Si

Frontiers in Plant Science

doi 10.3389/fpls.2025.1689665

706 views

Original Research

Published on 02 Dec 2025

Non-destructive detection of microplastics stress in rice seedling: an interpretable deep learning approach using excitation emission matrix fluorescence spectra of root exudates

in Sustainable and Intelligent Phytoprotection

Chaojie Wei
Hongxin Xie
Wei Wang
Yu-Feng Li
Xiaorong Wang
Ziwei Song
Fajun Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1653451

948 views

Original Research

Published on 01 Dec 2025

SSViT-YOLOv11: fusing lightweight YOLO & ViT for coffee fruit maturity detection

in Sustainable and Intelligent Phytoprotection

Yifan Liu
Qiudong Yu
Shuze Geng
Shiyi Guo
Ling Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1691643

1,272 views

Original Research

Published on 01 Dec 2025

ENet-CAEM: a field strawberry disease identification model based on improved EfficientNetB0 and multiscale attention mechanism

in Sustainable and Intelligent Phytoprotection

Jiajiao Chang
Honghui Li
Xueliang Fu
Yuanyuan Jiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1701740

898 views

Original Research

Published on 01 Dec 2025

A lightweight tri-modal few-shot detection framework for fruit diversity recognition toward digital orchard archiving

in Sustainable and Intelligent Phytoprotection

Huaqiang Xu
Honghan Li
Ji Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1696622

1,412 views
1 citation

Original Research

Published on 01 Dec 2025

TSSC: a new deep learning model for accurate pea leaf disease identification

in Sustainable and Intelligent Phytoprotection

Laixiang Xu
Yibu Chang
Chenyang Li
Yang Zhang
Xiaodong Yang
Xinjia Chen
Zhaopeng Cai
Junmin Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1718758

1,147 views
1 citation

Original Research

Accepted on 28 Nov 2025

CMNet: an asymmetric dual-branch network for accurate cotton segmentation

in Sustainable and Intelligent Phytoprotection

Gengrong Zhang
Halidanmu Abudukelimu
Mayilamu Musideke
Shuqin Wu
Abudukelimu Abulizi
Cuiqin Guo
Yajun Zhang

Frontiers in Plant Science

457 views

Original Research

Published on 28 Nov 2025

Deep learning-based phenotyping of lettuce diseases using Efficient-FBM-FRMNet for precision agriculture

in Sustainable and Intelligent Phytoprotection

Parul Nasra
Sheifali Gupta
Mudassir Khan
Jaibir Singh
Bayan Alabdullah
Abrar Almjally
Ruby Pant
Nitin Kumar
Salil Bharany

Frontiers in Plant Science

doi 10.3389/fpls.2025.1704647

1,883 views

Original Research

Published on 28 Nov 2025

Hyperspectral inversion model of ginkgo leaf yield prediction based on machine learning

in Sustainable and Intelligent Phytoprotection

Zheng Zuo
Maocheng Zhao
Liang Qi
Bin Wu
Hongyan Zou
Weijun Xie
Qiaolin Ye
Chi Zhou
Kai Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1698830

1,118 views

Original Research

Published on 27 Nov 2025

PLFYNet-based edge-deployable detection system for Ginkgo biloba leaf diseases

in Sustainable and Intelligent Phytoprotection

Jun Wang
Siyuan Gu
Maocheng Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1679455

841 views

Original Research

Published on 27 Nov 2025

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

in Sustainable and Intelligent Phytoprotection

Jianxia Wang
Wenbing Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1598414

996 views

Original Research

Published on 27 Nov 2025

AgriPath: a robust multi-objective path planning framework for agricultural robots in dynamic field environments

in Sustainable and Intelligent Phytoprotection

Chenghan Yang
Dingkun Zheng
Siming Chen
Madina Mansurova
Baurzhan Belgibaev
Baidong Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687747

2,064 views
2 citations

Original Research

Published on 25 Nov 2025

Automated weed monitoring and control: enhancing detection accuracy using a YOLOv7-AlexNet fusion network

in Sustainable and Intelligent Phytoprotection

Muhammad Faizan Zeb
Abid Iqbal
Ghassan Husnain
Wisal Zafar
Ahmad Junaid
Ali Saeed Alzahrani
Syed Hashim Raza Bukhari
Ramasamy Srinivasaga Naidu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1664650

1,367 views

Original Research

Published on 25 Nov 2025

Plug-and-play high-frequency feature enhancement for plant image super-resolution

in Sustainable and Intelligent Phytoprotection

Ling Xu
Bin Qiu
Huijun Xu
Xiaoli Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1723354

823 views

Original Research

Accepted on 23 Nov 2025

Rice tiller number estimation based on an improved Swin-UNet model and multi-feature fusion

in Sustainable and Intelligent Phytoprotection

Xiao Liang
Junnuo Wu
Cheng Zhang
Lielie Qin
Xingcheng Liu
Yingli Cao

Frontiers in Plant Science

402 views

Review

Published on 21 Nov 2025

Next-generation biostimulants: molecular insights, digital integration, and regulatory frameworks for sustainable agriculture

in Sustainable and Intelligent Phytoprotection

Manamele D. Mashabela
Tarekegn Terefe
Pavel Kerchev
Lungile Sitole
Msizi I. Mhlongo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1710899

2,857 views
1 citation

Original Research

Published on 21 Nov 2025

Optimizing nitrogen topdressing for winter wheat by coupling remote sensing data with the DSSAT model

in Sustainable and Intelligent Phytoprotection

Yu Zhao
Zeyang Wen
Chao Wang
Lujie Xiao
Zhenhai Li
Haikuan Feng
Guoqiang Li
Wude Yang
Meichen Feng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1658254

968 views

Original Research

Published on 20 Nov 2025

Research on gas-liquid coupled flow field dynamics and atomization characteristics of multi-duct sprayers based on CFD

in Sustainable and Intelligent Phytoprotection

Jun Li
Hongwei He
Hongtao Fan
Yilin Lie
Yuhao Li
Yachao Cao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1616371

932 views

940 articles

articles

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

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

Real-time segmentation and phenotypic analysis of rice seeds using YOLOv11-LA and RiceLCNN

Detection techniques for tomato diseases under non-stationary climatic conditions

Distribution patterns, conservation status and suitable habitat areas of highly valuable medicinal plants in China

An ensemble heterogeneous transformer model for an effective diagnosis of multiple plant diseases

Prescribed time backstepping sliding mode control for attitude stabilization of plant-protection UAVs under wind and motor disturbances

Non-destructive detection of microplastics stress in rice seedling: an interpretable deep learning approach using excitation emission matrix fluorescence spectra of root exudates

SSViT-YOLOv11: fusing lightweight YOLO & ViT for coffee fruit maturity detection

ENet-CAEM: a field strawberry disease identification model based on improved EfficientNetB0 and multiscale attention mechanism

A lightweight tri-modal few-shot detection framework for fruit diversity recognition toward digital orchard archiving

TSSC: a new deep learning model for accurate pea leaf disease identification

CMNet: an asymmetric dual-branch network for accurate cotton segmentation

Deep learning-based phenotyping of lettuce diseases using Efficient-FBM-FRMNet for precision agriculture

Hyperspectral inversion model of ginkgo leaf yield prediction based on machine learning

PLFYNet-based edge-deployable detection system for Ginkgo biloba leaf diseases

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

AgriPath: a robust multi-objective path planning framework for agricultural robots in dynamic field environments

Automated weed monitoring and control: enhancing detection accuracy using a YOLOv7-AlexNet fusion network

Plug-and-play high-frequency feature enhancement for plant image super-resolution

Rice tiller number estimation based on an improved Swin-UNet model and multi-feature fusion

Next-generation biostimulants: molecular insights, digital integration, and regulatory frameworks for sustainable agriculture

Optimizing nitrogen topdressing for winter wheat by coupling remote sensing data with the DSSAT model

Research on gas-liquid coupled flow field dynamics and atomization characteristics of multi-duct sprayers based on CFD