Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Review

Published on 12 Feb 2026

Lightweight deep learning for tomato disease detection: trends, challenges, and edge AI perspectives

in Sustainable and Intelligent Phytoprotection

Harshinisree Gunasekaran
Sujatha Rajkumar
Lincy Kirubhadharsini B.

Frontiers in Plant Science

doi 10.3389/fpls.2025.1737208

244 views

Original Research

Published on 12 Feb 2026

Research on grape leaf disease recognition method based on improved YOLOv8n model

in Sustainable and Intelligent Phytoprotection

Huiping Guo
Jiarui Cao
Yi Wang
Linrui Rong
Fuzeng Yang
Liangliang Zhu
Weiguo Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1695686

425 views

Original Research

Accepted on 11 Feb 2026

Evaluating phenotypic plasticity of reproductive traits among Korean rice cultivars under diverse climatic conditions

in Sustainable and Intelligent Phytoprotection

Joon Ki Hong
Sheikh Mansoor
Jeongho Baek
Jiseon Song
Song Lim Kim
Jae Il Lyu
Hyun-Sook Lee
Yong Suk Chung
Kyung-Hwan Kim

Frontiers in Plant Science

Original Research

Accepted on 11 Feb 2026

LMP-PM:a lightweight multi-path pruning method for plant leaf disease recognition

in Sustainable and Intelligent Phytoprotection

Jing Hua
Fendong Zou
Yuanhao Zhu
Jize Deng
Ruimin He

Frontiers in Plant Science

Original Research

Published on 11 Feb 2026

Impact of integrated weed control methods on yield performance and sustainable weed suppression in sugar beet (Beta vulgaris L.)

in Sustainable and Intelligent Phytoprotection

Ömer Küçük
Olcay Bozdoğan

Frontiers in Plant Science

doi 10.3389/fpls.2026.1743918

280 views

Original Research

Accepted on 10 Feb 2026

MangoLeafNet-XAI: An Attention-Enhanced Deep Learning Architecture for Accurate and Interpretable Mango Leaf Disease Classification

in Sustainable and Intelligent Phytoprotection

Md. Abdur Rahman
Md. Tofael Ahmed Bhuiyan
Farzan M. Noori
Md Zia Uddin
Abdul Kadar Muhammad Masum

Frontiers in Plant Science

Original Research

Published on 10 Feb 2026

Phenotyping the physiological and biochemical changes of nopal cladodes during early postharvest storage

in Sustainable and Intelligent Phytoprotection

Jesús Rodolfo Valenzuela-García
Alejandro Isabel Luna-Maldonado
Mario Alberto Méndez-Dorado
Martín Cadena-Zapata
Juan Arredondo-Valdez
Mónica Gabriela Valenzuela Carrizales
Juan Antonio López López
Blanca Elizabeth de la Peña-Casas
Gilbert Fresh López-López
Alain Buendía-García

Frontiers in Plant Science

doi 10.3389/fpls.2026.1648343

314 views

Original Research

Published on 10 Feb 2026

Weed Segmentation in Soybean Fields and Variable-Rate Herbicide Prescription Map Generation Based on UAV Imagery and Improved YOLOv11-seg Model

in Sustainable and Intelligent Phytoprotection

Yaohua Yue
Anbang Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1743263

346 views

Correction

Accepted on 09 Feb 2026

Near-infrared prediction of tannin content in walnut kernels using wavelet transform combined with interpretable machine learning models

in Sustainable and Intelligent Phytoprotection

Qiuhao Xia
Langqin Luo
Yerhazi Yerzati
Mian Muhammad Ahmed
Yonghao Chen
Shiwei Wang
Jiangnan Qin
Liping Chen
Qiang Jin
Zhongzhong Guo

Frontiers in Plant Science

Review

Accepted on 09 Feb 2026

Natural Products for Biocontrol of Pseudomonas syringae: Mechanisms and Applications

in Sustainable and Intelligent Phytoprotection

Xiaosen Han
Zihan Yang
Lin Jiang

Frontiers in Plant Science

162 views

Original Research

Accepted on 09 Feb 2026

SoyCountNet: A Deep Learning Framework for Counting and Locating Soybean Seeds in Field Environment

in Sustainable and Intelligent Phytoprotection

Fei Liu
Qiong Wu
Haoyu Wang
Zhongzhi Han
Shudong Wang
Longgang Zhao
Zhaohua Wang
Hexiang Luan

Frontiers in Plant Science

Original Research

Accepted on 09 Feb 2026

Adaptive Multi-Scale Feature Refinement for Wheat Phenology Recognition Using Cross-Scale Attention Mechanisms

in Sustainable and Intelligent Phytoprotection

Haifang Sun
Liang Hou
Xiaorui Guo
Yanan Wang
Jianan Min
Xiaoliu Zheng
Zhehao Tian
Donghui Zhang
Xinshi Zhang
Senhao Liu

Frontiers in Plant Science

Original Research

Published on 09 Feb 2026

An attention-augmented lightweight convolutional framework for fine-grained plant leaf disease classification

in Sustainable and Intelligent Phytoprotection

Adithiyaa D
Lakshhmi Narayanan T
Manas Ranjan Prusty

Frontiers in Plant Science

doi 10.3389/fpls.2026.1762956

424 views

Original Research

Published on 09 Feb 2026

DFSNet: directional feature aggregation and shape-aware supervision for eggplant pest and disease detection

in Sustainable and Intelligent Phytoprotection

Hui Sun
Weicun Fan
Junbo Zhang
Minghan Feng
Fulin Wang
Rui Fu

Frontiers in Plant Science

doi 10.3389/fpls.2026.1775987

257 views

Correction

Accepted on 06 Feb 2026

Correction: A digital twin–driven deep learning framework for online quality inspection in tobacco transplanting

in Sustainable and Intelligent Phytoprotection

Qiuyang Zhao
Erdeng Ma
Jian Zhao
Zekun You
Jiahui Liu
Dong Zhao

Frontiers in Plant Science

Review

Published on 06 Feb 2026

Advancements in 3D field-crop phenotyping using point clouds: a comparative review of sensor technology, target traits, and challenges under controlled and field conditions

in Sustainable and Intelligent Phytoprotection

Emmanuel Omia
Eunsung Park
Dennis Semyalo
Rahul Joshi
Byoung-Kwan Cho

Frontiers in Plant Science

doi 10.3389/fpls.2026.1731852

849 views

Original Research

Published on 06 Feb 2026

UAV multispectral sensing and data-driven modeling for precision onion yield prediction

in Sustainable and Intelligent Phytoprotection

Sagar M. Wayal
Shardul Parab
Anusha Raj
Kiran Khandagale
Sanket Bhegde
Mukund Dawale
Indira Bhangare
Mahesh Khaire
Yogesh Kadam
Zafar Shaikh

Frontiers in Plant Science

doi 10.3389/fpls.2025.1696730

840 views

Original Research

Published on 06 Feb 2026

Near-infrared prediction of tannin content in walnut kernels using wavelet transform combined with interpretable machine learning models

in Sustainable and Intelligent Phytoprotection

Qiuhao Xia
Langqin Luo
Yerhazi Yerzati
Mian Muhammad Ahmed
Yonghao Chen
Shiwei Wang
Jiangnan Qin
Liping Chen
Qiang Jin
Zhongzhong Guo

Frontiers in Plant Science

doi 10.3389/fpls.2026.1746869

588 views

Original Research

Accepted on 05 Feb 2026

ConvGeM-Next: A deep learning framework for plant disease detection

in Sustainable and Intelligent Phytoprotection

Zoya Arshad
Ali Javed
Abdul Khader Jilani Saudagar

Frontiers in Plant Science

226 views

Original Research

Accepted on 05 Feb 2026

MDFE-Net: A Multiscale Dilated Feature Enhancement Network for Small Object Detection

in Sustainable and Intelligent Phytoprotection

Tianzhe Liu
Shihang Lin
Jiayi Zhang
Bin Li
Junyan Zhu

Frontiers in Plant Science

Original Research

Published on 05 Feb 2026

Optimization of pesticide spray parameters and analysis of key physiological indicators for control efficiency against jujube leaf black spot

in Sustainable and Intelligent Phytoprotection

Rui-Xia Zhang
Jun-Ya Hao
Ke Xiao
Ping Liu

Frontiers in Plant Science

doi 10.3389/fpls.2026.1742081

339 views

Original Research

Published on 05 Feb 2026

Synchronous detection method for senescence quality of damaged Korla fragrant pears during storage

in Sustainable and Intelligent Phytoprotection

Jingchi Guo
Hao Niu
Yang Liu
Quan Xu
Haonan Xue
Haipeng Lan
Shengkun Dong
Yifei Gao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1726333

407 views

Original Research

Accepted on 04 Feb 2026

Research on Urban Tree Classification Method Based on YOLO-CNGD

in Sustainable and Intelligent Phytoprotection

cunjin zhang
mei liu
xinglong liu
zhixin gu

Frontiers in Plant Science

Original Research

Published on 04 Feb 2026

Classification of tobacco leaf diseases based on multi-source remote sensing data

in Sustainable and Intelligent Phytoprotection

Ke Chen
Jian Guo
Linyi Liu
Xiangzhe Cheng
Shujia Zhuang
Wenjiang Huang
Yingying Dong
Chunming Liu
Kun Huang
Qiuqiang Hou

Frontiers in Plant Science

doi 10.3389/fpls.2026.1727082

427 views

935 articles

articles

Lightweight deep learning for tomato disease detection: trends, challenges, and edge AI perspectives

Research on grape leaf disease recognition method based on improved YOLOv8n model

Evaluating phenotypic plasticity of reproductive traits among Korean rice cultivars under diverse climatic conditions

LMP-PM:a lightweight multi-path pruning method for plant leaf disease recognition

Impact of integrated weed control methods on yield performance and sustainable weed suppression in sugar beet (Beta vulgaris L.)

MangoLeafNet-XAI: An Attention-Enhanced Deep Learning Architecture for Accurate and Interpretable Mango Leaf Disease Classification

Phenotyping the physiological and biochemical changes of nopal cladodes during early postharvest storage

Weed Segmentation in Soybean Fields and Variable-Rate Herbicide Prescription Map Generation Based on UAV Imagery and Improved YOLOv11-seg Model

Near-infrared prediction of tannin content in walnut kernels using wavelet transform combined with interpretable machine learning models

Natural Products for Biocontrol of Pseudomonas syringae: Mechanisms and Applications

SoyCountNet: A Deep Learning Framework for Counting and Locating Soybean Seeds in Field Environment

Adaptive Multi-Scale Feature Refinement for Wheat Phenology Recognition Using Cross-Scale Attention Mechanisms

An attention-augmented lightweight convolutional framework for fine-grained plant leaf disease classification

DFSNet: directional feature aggregation and shape-aware supervision for eggplant pest and disease detection

Correction: A digital twin–driven deep learning framework for online quality inspection in tobacco transplanting

Advancements in 3D field-crop phenotyping using point clouds: a comparative review of sensor technology, target traits, and challenges under controlled and field conditions

UAV multispectral sensing and data-driven modeling for precision onion yield prediction

Near-infrared prediction of tannin content in walnut kernels using wavelet transform combined with interpretable machine learning models

ConvGeM-Next: A deep learning framework for plant disease detection

MDFE-Net: A Multiscale Dilated Feature Enhancement Network for Small Object Detection

Optimization of pesticide spray parameters and analysis of key physiological indicators for control efficiency against jujube leaf black spot

Synchronous detection method for senescence quality of damaged Korla fragrant pears during storage

Research on Urban Tree Classification Method Based on YOLO-CNGD

Classification of tobacco leaf diseases based on multi-source remote sensing data