Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 02 Jan 2026

Multimodal cross-attention network for overgrowth detection in strawberry seedlings

in Sustainable and Intelligent Phytoprotection

Zhenzhen Cheng
Yifan Cheng
Tingting Fang
Man Zhu
Jing Liu
Peng Qi
Qiaoyu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1706694

861 views

Original Research

Published on 02 Jan 2026

GrapeUL-YOLO: bidirectional cross-scale fusion with elliptical anchors for robust grape detection in orchards

in Sustainable and Intelligent Phytoprotection

Xiuli Zhu
Zhenghong Yu
Chengwei Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1701817

839 views

Original Research

Published on 02 Jan 2026

Plant stress detection using multimodal imaging and machine learning: from leaf spectra to smartphone applications

in Sustainable and Intelligent Phytoprotection

Muhammad Shoaib
Sajid Ullah Khan
Hala AbdelHameed
Ayman Qahmash

Frontiers in Plant Science

doi 10.3389/fpls.2025.1670593

2,980 views

Original Research

Accepted on 24 Dec 2025

EDGE-AWARE VIDEO IMAGING SYSTEM FOR REAL-TIME TOMATO DISEASE MONITORING: A YOLOV9 PIPELINE WITH SENSOR CALIBRATION, RATE-ADAPTIVE COMPRESSION, AND ON-DEVICE INFERENCE

in Sustainable and Intelligent Phytoprotection

Venkatesh Rachakonda
Malarvizhi N

Frontiers in Plant Science

Original Research

Published on 23 Dec 2025

Gradient-guided boundary-aware selective scanning with multi-scale context aggregation for plant lesion segmentation

in Sustainable and Intelligent Phytoprotection

Guanqun Sun
Tianshuo Li
Yizhi Pan
Zidan Zhu
Tianhua Yang
Feihe Shao
Jia Guo
Junyi Xin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1727075

1,127 views
1 citation

Original Research

Published on 22 Dec 2025

A lightweight intelligent grading method for lychee anthracnose based on improved YOLOv12

in Sustainable and Intelligent Phytoprotection

Bing Xu
Zejie Ma
Xueping Su
Xiaoru He
Xianjun Wu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1688675

1,399 views
1 citation

Original Research

Published on 19 Dec 2025

Adaptive preprocessing and Cascaded Canny Edge Segmentation for cassava disease identification using HyperCapsInception-ResNet-V2-CNN

in Sustainable and Intelligent Phytoprotection

Sathishkumar M
Geetha K

Frontiers in Plant Science

doi 10.3389/fpls.2025.1701030

1,023 views

Original Research

Published on 19 Dec 2025

Predicting individual tree diameter at breast height for genetically diverse Catalpa bungei using nonlinear mixed-effects models and UAV LiDAR data

in Sustainable and Intelligent Phytoprotection

Yang Zhang
Miaomiao Zhang
Qiao Chen
Liyong Fu
Wenjun Ma
Guangshuang Duan
Xinru Fu
Ziyan Zheng
Chuangye Wu
Qingqing Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1716546

1,062 views

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

1,312 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

2,732 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

1,909 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

1,410 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

782 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

1,761 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

1,415 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

1,125 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

1,956 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

1,255 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

885 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

2,560 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

1,051 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

818 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

899 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

1,311 views

940 articles

articles

Multimodal cross-attention network for overgrowth detection in strawberry seedlings

GrapeUL-YOLO: bidirectional cross-scale fusion with elliptical anchors for robust grape detection in orchards

Plant stress detection using multimodal imaging and machine learning: from leaf spectra to smartphone applications

EDGE-AWARE VIDEO IMAGING SYSTEM FOR REAL-TIME TOMATO DISEASE MONITORING: A YOLOV9 PIPELINE WITH SENSOR CALIBRATION, RATE-ADAPTIVE COMPRESSION, AND ON-DEVICE INFERENCE

Gradient-guided boundary-aware selective scanning with multi-scale context aggregation for plant lesion segmentation

A lightweight intelligent grading method for lychee anthracnose based on improved YOLOv12

Adaptive preprocessing and Cascaded Canny Edge Segmentation for cassava disease identification using HyperCapsInception-ResNet-V2-CNN

Predicting individual tree diameter at breast height for genetically diverse Catalpa bungei using nonlinear mixed-effects models and UAV LiDAR data

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

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

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

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

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

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

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