Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Accepted on 11 Jul 2025

An Intelligent Identification for Pest and Disease Detection in Wheat Leaf based on Environmental Data Using Multimodal Data Fusion

in Sustainable and Intelligent Phytoprotection

SHENG-HE XU

Frontiers in Plant Science

doi 10.3389/fpls.2025.1608515

Original Research

Accepted on 11 Jul 2025

LCAMNet: A Lightweight Model for Apple Leaf Disease Classification in Natural Environments

in Sustainable and Intelligent Phytoprotection

Yuanyuan Jiao
Honghui Li
Xueliang Fu
Buyu Wang
Kaiwen Hu
Shuncheng Zhou
Daoqi Han

Frontiers in Plant Science

doi 10.3389/fpls.2025.1626569

Original Research

Accepted on 10 Jul 2025

Forest Canopy Closure Estimation in Mountainous Southwest China Using Multi-source Remote Sensing Data

in Sustainable and Intelligent Phytoprotection

Wenwu Zhou
Qingtai Shu
Cuifen Xia
Li Xu
Qin Xiang
Lianjin Fu
Yang Zhengdao Yang
Shuwei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1629146

Correction

Published on 10 Jul 2025

Correction: Deep learning-based text generation for plant phenotyping and precision agriculture

in Sustainable and Intelligent Phytoprotection

Li Zhu
Long Tang
Shan Ren

Frontiers in Plant Science

doi 10.3389/fpls.2025.1648292

227 views

Original Research

Accepted on 09 Jul 2025

Developing Compatibility Biomass Model Based on UAV LiDAR Data of Chinese fir (Cunninghamia lanceolata) in Southern China

in Sustainable and Intelligent Phytoprotection

Zheyuan Wu
Dongbo Xie
Ziyang Liu
Qiao Chen
Qiaolin Ye
Jinsheng Ye
Qiulai Wang
Xingyong Liao
Yongjun Wang
Ram P. Sharma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1520666

150 views

Original Research

Published on 08 Jul 2025

FGA-Corn: an integrated system for precision pesticide application in center leaf areas using deep learning vision

in Sustainable and Intelligent Phytoprotection

Zhongqiang Song
Wenqiang Li
Xuehang Song
Shun Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1571228

463 views

Original Research

Accepted on 07 Jul 2025

MLVI-CNN: A Hyperspectral Stress Detection Framework Using Machine Learning-Optimized Indices and Deep Learning for Precision Agriculture

in Sustainable and Intelligent Phytoprotection

POORNIMA SERALATHAN
Shirly Edward A

Frontiers in Plant Science

doi 10.3389/fpls.2025.1631928

184 views

Original Research

Published on 07 Jul 2025

High-throughput end-to-end aphid honeydew excretion behavior recognition method based on rapid adaptive motion-feature fusion

in Sustainable and Intelligent Phytoprotection

Zhongqiang Song
Jiahao Shen
Qiaoyi Liu
Wanyue Zhang
Ziqian Ren
Kaiwen Yang
Xinle Li
Jialei Liu
Fengming Yan
Wenqiang Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1609222

618 views

Original Research

Published on 07 Jul 2025

YOLOv8-Scm: an improved model for citrus fruit sunburn identification and classification in complex natural scenes

in Sustainable and Intelligent Phytoprotection

Guoxun Cong
Xinghong Chen
Zongyu Bing
Wenhuan Liu
Xiangling Chen
Qun Wu
Zheng Guo
Yongqiang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1591989

303 views

Original Research

Accepted on 04 Jul 2025

key-fg DETR based camouflaged locust objects in complex fields

in Sustainable and Intelligent Phytoprotection

Dongmei Chen
Peipei Cao
Zhihua Diao
Yingying Dong
Jingcheng Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1565739

190 views

Original Research

Published on 04 Jul 2025

Leaf area estimation in small-seeded broccoli using a lightweight instance segmentation framework based on improved YOLOv11-AreaNet

in Sustainable and Intelligent Phytoprotection

Yaben Zhang
Yifan Li
Xiaowei Cao
Zikun Wang
Jiachi Chen
Yingyue Li
Zhibo Zhong
Ruxiao Bai
Peng Yang
Feng Pan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1622713

461 views

Original Research

Published on 03 Jul 2025

Identification of leaves of wild Ussurian Pear (Pyrus ussuriensis) based on YOLOv10n-MCS

in Sustainable and Intelligent Phytoprotection

Niman Li
Xingguang Dong
Yongqing Wu
Luming Tian
Ying Zhang
Hongliang Huo
Dan Qi
Jiayu Xu
Chao Liu
Zhiyan Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1588626

394 views

Original Research

Published on 03 Jul 2025

Design of a nutrient solution supply device for a vertical aeroponic cultivation system

in Sustainable and Intelligent Phytoprotection

Yihan He
Xinghua Zhang
Ting Wang
Xinyu Tan
Shuguang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1615927

454 views

Original Research

Published on 02 Jul 2025

Intelligent recognition of tobacco leaves states during curing with deep neural network

in Sustainable and Intelligent Phytoprotection

Qiang Xu
Yanling Zhang
Aiguo Wang
Guangqing Chen
Xianjie Cai
Shuoye Zhou
Junying Li
Baofeng Jin
Ding Yan
Jiajie Huang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1604382

694 views

Original Research

Accepted on 01 Jul 2025

Deep-Broad Learning Network Model for Precision Identification and Diagnosis of Grape Leaf Diseases

in Sustainable and Intelligent Phytoprotection

Yangyang Liu
Ya Feng
Zhiyong Zhao
Yuan Fang
Longzhe Quan
Guoxiang Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1611301

183 views

Original Research

Accepted on 30 Jun 2025

Nitrogen Content Estimation of Apple Trees Based on Simulated Satellite Remote Sensing Data

in Sustainable and Intelligent Phytoprotection

Meixuan Li
Xicun Zhu
Xinyang Yu
Cheng Li
Dongyun Xu
Ling Wang
Dong Lv
Yuyang Ma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1613487

125 views