Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 20 Nov 2025

UAV multi-source data fusion with super-resolution for accurate soybean leaf area index estimation

in Sustainable and Intelligent Phytoprotection

Zhenqing Zhao
Huabo Yao
Depeng Zeng
Zhenfeng Jiang
Xihai Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1700660

762 views

Original Research

Published on 18 Nov 2025

Calculation method of canopy effective volume for fruit tree based on LiDAR point cloud data

in Sustainable and Intelligent Phytoprotection

Hao Ma
Kexin Wang
Jingyuan Ma
Shijie Jiang
Pan Liu
Ce Yang
Dongdong Wang
Hongwei Cui
Haoyu Chang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1679027

889 views

Original Research

Published on 18 Nov 2025

YOLO-PLNet: a lightweight real-time detection model for peanut leaf diseases based on edge deployment

in Sustainable and Intelligent Phytoprotection

Jinti Sun
Zhihui Feng
Jiaqi Han
Fulei Xu
Hui Zhang
Yufeng Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1707501

755 views

Original Research

Published on 18 Nov 2025

Species-level detection of thrips and whiteflies on yellow sticky traps using YOLO-based deep learning detection models

in Sustainable and Intelligent Phytoprotection

Broes Laekeman
Jochem Bonte
Wannes Dermauw
Annelies Christiaens
Bruno Gobin
Johan Van Huylenbroeck
Emmy Dhooghe
Peter Lootens

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668795

1,075 views

Correction

Published on 18 Nov 2025

Correction: Intelligent grading of sugarcane leaf disease severity by integrating physiological traits with the SSA-XGBoost algorithm

in Sustainable and Intelligent Phytoprotection

Xinrui Wang
Jihong Sun
Peng Tian
Mengyao Wu
Jiawei Zhao
Jiangquan Chen
Ye Qian
Canyu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1727382

623 views

Original Research

Published on 17 Nov 2025

Predicting the potential distribution of Corylus heterophylla in China under future climate change using an optimized MaxEnt model

in Sustainable and Intelligent Phytoprotection

Jingyu Wang
Wang Xing
Pengfei Sun
Dali Liu
Chunxiang Cheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668828

765 views

Original Research

Published on 14 Nov 2025

SinGAN-CBAM: a multi-scale GAN with attention for few-shot plant disease image generation

in Sustainable and Intelligent Phytoprotection

Mengyao Wu
Xinrui Wang
Rongbiao Ji
Yadong Li
Zongyuan Lv
Li Chen
Jianping Yang
Canyu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1703529

879 views

Original Research

Published on 14 Nov 2025

A hybrid vision transformer and ResNet18 based model for biotic rice leaf disease detection

in Sustainable and Intelligent Phytoprotection

Sankar Sennan
Ramasubbareddy Somula
Yongyun Cho
Selvaganapathi Sennan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1711700

1,139 views

Original Research

Published on 14 Nov 2025

VitiForge: a new procedural pipeline approach for grapevine disease identification under data scarcity

in Sustainable and Intelligent Phytoprotection

Eduardo Farinati Leite
Lucas Brizola Fontoura
Augusto de Freitas
Giusepe Disconzi Dallegrave
Rafael Volpe de Freitas
Vinícius Silveira Mello
João Francisco Valiati

Frontiers in Plant Science

doi 10.3389/fpls.2025.1706973

1,340 views

Original Research

Accepted on 13 Nov 2025

Research on Grape Leaf Disease Recognition Method Based on Improved YOLOv8n Model

in Sustainable and Intelligent Phytoprotection

Huiping Guo
Linrui Rong
Jiarui Cao
Yi Wang
Fuzeng Yang
Weiguo Zang

Frontiers in Plant Science

273 views

Original Research

Published on 13 Nov 2025

Object detection algorithm for eggs of Pomacea canaliculata in a paddy field environment

in Sustainable and Intelligent Phytoprotection

Guang Qi Wang
Jing He
Rui Ning Hu
Dian Li
Gang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1683763

814 views

Original Research

Accepted on 10 Nov 2025

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

103 views

Original Research

Published on 10 Nov 2025

DP-MaizeTrack: a software for tracking the number of maize plants and leaves information from UAV image

in Sustainable and Intelligent Phytoprotection

LongHao Chen
YingLun Li
ChuanYu Wang
Na Jiang
XinYu Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1698847

764 views

Original Research

Published on 10 Nov 2025

Extracting Ligusticum chuanxiong Hort. cultivation plots based on feature variable combinations constructed from UAV-based RGB images

in Sustainable and Intelligent Phytoprotection

Shihong Zhong
Rui Gu
Rong Ding
Yu Liang
Guihua Jiang
Chenghui Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1659442

969 views

Original Research

Published on 07 Nov 2025

Estimating rice yield-related traits using machine learning models integrating hyperspectral and texture features

in Sustainable and Intelligent Phytoprotection

Yufen Zhang
Feifei Zhu
Kaiming Liang
Zhanhua Lu
Yibo Chen
Xuhua Zhong
Junfeng Pan
Chusheng Lu
Xiangyu Hu
Rui Hu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1713014

1,288 views

Correction

Published on 06 Nov 2025

Correction: 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.2025.1730134

495 views

Original Research

Published on 06 Nov 2025

Early detection of Dendrolimus species infestations: integrating UAV hyperspectral and LiDAR data

in Sustainable and Intelligent Phytoprotection

Rui Tang
Linfeng Yu
Peiyun Bi
Quan Zhou
Xudong Zhang
Lili Ren
Youqing Luo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1664466

1,099 views

Original Research

Published on 06 Nov 2025

A lightweight and efficient rice field fertilizer applicator: structure, control, and test analysis

in Sustainable and Intelligent Phytoprotection

Chengsai Fan
Shijun Wan
Jianfu Sun
Gaoming Xu
Ruiyin He

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687293

1,064 views

Original Research

Published on 06 Nov 2025

CDPNet: a deformable ProtoPNet for interpretable wheat leaf disease identification

in Sustainable and Intelligent Phytoprotection

Jinyu Zeng
Bingjing Jia
Chenguang Song
Hua Ge
Lei Shi
Bo Kang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676798

1,126 views

Original Research

Published on 06 Nov 2025

Intelligent smart sensing with ResNet-PCA and hybrid ML–DNN for sustainable and accurate plant disease detection

in Sustainable and Intelligent Phytoprotection

Shtwai Alsubai
Ahmad Almadhor
Abdullah Al Hejaili
Thippa Reddy Gadekallu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1691415

1,124 views

Original Research

Accepted on 05 Nov 2025

YOLO-LitchiVar: A Lightweight and High-Precision Detection Model for Fine-Grained Litchi Variety Identification

in Sustainable and Intelligent Phytoprotection

Bing Xu
Xianjun Wu
Xueping Su
Wende Ke

Frontiers in Plant Science

239 views

Original Research

Published on 05 Nov 2025

Research on the application of remote sensing image super-resolution reconstruction techniques in crop phenology extraction

in Sustainable and Intelligent Phytoprotection

Hao Han
Ziyi Feng
Yuanji Cai
Wanning Li
Wen Du
Tongyu Xu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687246

1,280 views

Original Research

Published on 03 Nov 2025

Research on the estimation method of crop net primary productivity based on improved CASA model

in Sustainable and Intelligent Phytoprotection

Wanning Li
Zhuo Wang
Chunling Chen
Ying Yin
Yuanji Cai
Hao Han
Minghuan Liu
Ziyi Feng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1659047

1,125 views

Original Research

Published on 31 Oct 2025

Research on the intelligent detection model of plant diseases based on MamSwinNet

in Sustainable and Intelligent Phytoprotection

Ao Zhang
Wei Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676148

1,352 views

873 articles

articles

UAV multi-source data fusion with super-resolution for accurate soybean leaf area index estimation

Calculation method of canopy effective volume for fruit tree based on LiDAR point cloud data

YOLO-PLNet: a lightweight real-time detection model for peanut leaf diseases based on edge deployment

Species-level detection of thrips and whiteflies on yellow sticky traps using YOLO-based deep learning detection models

Correction: Intelligent grading of sugarcane leaf disease severity by integrating physiological traits with the SSA-XGBoost algorithm

Predicting the potential distribution of Corylus heterophylla in China under future climate change using an optimized MaxEnt model

SinGAN-CBAM: a multi-scale GAN with attention for few-shot plant disease image generation

A hybrid vision transformer and ResNet18 based model for biotic rice leaf disease detection

VitiForge: a new procedural pipeline approach for grapevine disease identification under data scarcity

Research on Grape Leaf Disease Recognition Method Based on Improved YOLOv8n Model

Object detection algorithm for eggs of Pomacea canaliculata in a paddy field environment

Multimodal Cross-Attention Network for Overgrowth Detection in Strawberry Seedlings

DP-MaizeTrack: a software for tracking the number of maize plants and leaves information from UAV image

Extracting Ligusticum chuanxiong Hort. cultivation plots based on feature variable combinations constructed from UAV-based RGB images

Estimating rice yield-related traits using machine learning models integrating hyperspectral and texture features

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

Early detection of Dendrolimus species infestations: integrating UAV hyperspectral and LiDAR data

A lightweight and efficient rice field fertilizer applicator: structure, control, and test analysis

CDPNet: a deformable ProtoPNet for interpretable wheat leaf disease identification

Intelligent smart sensing with ResNet-PCA and hybrid ML–DNN for sustainable and accurate plant disease detection

YOLO-LitchiVar: A Lightweight and High-Precision Detection Model for Fine-Grained Litchi Variety Identification

Research on the application of remote sensing image super-resolution reconstruction techniques in crop phenology extraction

Research on the estimation method of crop net primary productivity based on improved CASA model

Research on the intelligent detection model of plant diseases based on MamSwinNet