Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 30 Oct 2025

“Smart agriculture: a climate-driven approach to modelling and forecasting fall armyworm populations in maize using machine learning algorithms”

in Sustainable and Intelligent Phytoprotection

Vani Sree Kalisetti
Upendhar Sudharshanam
Nagesh Kumar Mallela Venkata
Rajashekhar Mandla
Srinivas Akula
Mallaiah Bedika
Bhadru Dharavath
Sreelatha Dogga
Ramakrishna Babu A
Chandrasekhar Javaji

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636412

1,731 views

Original Research

Published on 29 Oct 2025

Research on non-destructive detection model of tomato fruit quality based on electrical properties and machine learning algorithms

in Sustainable and Intelligent Phytoprotection

Tingting Wang
Zhanming Tan
Yunxia Cheng
Xinchao Ma
Yongming Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1690652

1,763 views

Original Research

Published on 29 Oct 2025

Real-time detection method for Litchi diseases and pests based on improved YOLOv5s

in Sustainable and Intelligent Phytoprotection

Xingzao Ma
Tianyang Huang
Gaoyuan Zhao
Zhi Qiu
Hua Li
Zhuangdong Fang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1686997

1,371 views

Original Research

Published on 28 Oct 2025

Deep learning-based temporal change detection of broadleaved weed infestation in rice fields using UAV multispectral imagery

in Sustainable and Intelligent Phytoprotection

Rhushalshafira Rosle
Nik Norasma Che’Ya
Fariq Rahmat
Nur Syazyla Sulaiman
Nurul-Idayu Zakaria
Zulkerami Berahim
Mohd Husni Omar
Mohd Razi Ismail

Frontiers in Plant Science

doi 10.3389/fpls.2025.1655391

2,536 views

Original Research

Published on 27 Oct 2025

Cross-scale detection and cross-crop generalization verification of tomato diseases in complex agricultural environments

in Sustainable and Intelligent Phytoprotection

Jinghuan Hu
Jinying Li
Heyang Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1644271

1,518 views

Original Research

Published on 27 Oct 2025

Dynamic coding network for robust fruit detection in low-visibility agricultural scenes

in Sustainable and Intelligent Phytoprotection

Hanyun Lu
Teng Jin
Chen Wan
Shuifa Sun
Xiumei Zhou
Fangyi Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1670790

2,248 views

Correction

Published on 27 Oct 2025

Correction: 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.2025.1725871

723 views

Original Research

Published on 22 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

1,894 views

Original Research

Published on 22 Oct 2025

HDMS-YOLO: a multi-scale weed detection model for complex farmland environments

in Sustainable and Intelligent Phytoprotection

Jing Hua
Ruimin He
Yanhua Zeng
Qi Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1696392

2,332 views

Original Research

Published on 22 Oct 2025

DFMA-DETR: a pomegranate maturity detection algorithm based on dual-domain feature modulation and enhanced attention

in Sustainable and Intelligent Phytoprotection

Xinyue Huang
Feng Song
Tanglong Feng
Yao Zhou
Wen Peng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1680299

2,148 views

Original Research

Published on 22 Oct 2025

Grading for grapevine downy mildew and feature extraction methods for predicting abaxial lesions from adaxial leaf images

in Sustainable and Intelligent Phytoprotection

Bohao Liu
Cuiling Li
Jianjun Hao
Jian Song
Haowei Liu
Hongwei Yan
Changyuan Zhai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1688315

1,520 views
1 citation

Original Research

Published on 22 Oct 2025

Distributed multi-robot active gathering for non-uniform agriculture and forestry information

in Sustainable and Intelligent Phytoprotection

Jun Chen
Mingjia Chen
Jun Wang
Qi Mao
Fei Xie
Philip Dames

Frontiers in Plant Science

doi 10.3389/fpls.2025.1699124

1,653 views

Original Research

Published on 22 Oct 2025

YOLO-lychee-advanced: an optimized detection model for lychee pest damage based on YOLOv11

in Sustainable and Intelligent Phytoprotection

Xianjun Wu
Xueping Su
Zejie Ma
Bing Xu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1643700

2,992 views
1 citation

Original Research

Published on 21 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

1,090 views

Original Research

Published on 21 Oct 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

1,223 views

Original Research

Published on 16 Oct 2025

RTCB: an integrated deep learning model for garlic leaf disease identification

in Sustainable and Intelligent Phytoprotection

Jia Liu
Jingrun Kan
Xinjia Chen
Laixiang Xu
Xueli Zheng
Mohammad Nazir Ahmad
Junmin Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687300

1,340 views

Original Research

Published on 15 Oct 2025

Design and experimental investigation of the grasping system of an agricultural soft manipulator based on FMDS-YOLOv8

in Sustainable and Intelligent Phytoprotection

Yu Zhuang
Kunlin Xu
Ziqi Liu
Jiayi Li
Liuyang Shen
Jinfeng Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1683380

1,623 views

Original Research

Published on 14 Oct 2025

Estimation of above-ground carbon stock of Dendrocalamus giganteus using ANUSPLIN-interpolated GEDI and ICESat-2/ATLAS parameters

in Sustainable and Intelligent Phytoprotection

Huanfen Yang
Zhen Qin
Shengjiao Li
Qingtai Shu
Mingxing Wang
Yiran Zhang
Zeyu Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676195

1,337 views

Review

Published on 14 Oct 2025

Role of Azolla in sustainable agriculture and climate resilience: a comprehensive review

in Sustainable and Intelligent Phytoprotection

Youquan Yang
Yanqiu Yang
Sufang Deng
Zhaoyang Ying

Frontiers in Plant Science

doi 10.3389/fpls.2025.1661720

8,018 views
1 citation

Original Research

Published on 14 Oct 2025

Regional feature purification contrastive learning for wheat biotic stress detection

in Sustainable and Intelligent Phytoprotection

Junming Chen
Yu-Xuan Chen
Sheng-He Xu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1523214

1,138 views

Methods

Published on 13 Oct 2025

GCASSN: a graph convolutional attention synergistic segmentation network for 3D plant point cloud segmentation

in Sustainable and Intelligent Phytoprotection

Yibo Zou
Haoqiang Wang
Feng Zhang
Yan Ge
Wenjuan Wang
Ming Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1621934

1,323 views

Original Research

Published on 10 Oct 2025

A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model

in Sustainable and Intelligent Phytoprotection

Jiao Han
Zhenzhen Wu
Yandong Ding
Yantong Guo
Rui Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1634408

1,892 views

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

940 articles

articles

“Smart agriculture: a climate-driven approach to modelling and forecasting fall armyworm populations in maize using machine learning algorithms”

Research on non-destructive detection model of tomato fruit quality based on electrical properties and machine learning algorithms

Real-time detection method for Litchi diseases and pests based on improved YOLOv5s

Deep learning-based temporal change detection of broadleaved weed infestation in rice fields using UAV multispectral imagery

Cross-scale detection and cross-crop generalization verification of tomato diseases in complex agricultural environments

Dynamic coding network for robust fruit detection in low-visibility agricultural scenes

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

LDL-MobileNetV3S: an enhanced lightweight MobileNetV3-small model for potato leaf disease diagnosis through multi-module fusion

HDMS-YOLO: a multi-scale weed detection model for complex farmland environments

DFMA-DETR: a pomegranate maturity detection algorithm based on dual-domain feature modulation and enhanced attention

Grading for grapevine downy mildew and feature extraction methods for predicting abaxial lesions from adaxial leaf images

Distributed multi-robot active gathering for non-uniform agriculture and forestry information

YOLO-lychee-advanced: an optimized detection model for lychee pest damage based on YOLOv11

Integral terminal sliding mode-based adaptive driving control method of tracked robots

Non-destructive detection of Phyllostachys edulis under salt stress using UHF RFID based on Cole-Cole model optimization algorithm

RTCB: an integrated deep learning model for garlic leaf disease identification

Design and experimental investigation of the grasping system of an agricultural soft manipulator based on FMDS-YOLOv8

Estimation of above-ground carbon stock of Dendrocalamus giganteus using ANUSPLIN-interpolated GEDI and ICESat-2/ATLAS parameters

Role of Azolla in sustainable agriculture and climate resilience: a comprehensive review

Regional feature purification contrastive learning for wheat biotic stress detection

GCASSN: a graph convolutional attention synergistic segmentation network for 3D plant point cloud segmentation

A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model

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