Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 06 Jan 2026

Identification of tobacco leaf diseases using hyperspectral imaging and machine learning with SHAP interpretability analysis

in Sustainable and Intelligent Phytoprotection

Peng Luo
Yang Yang
Huilai Zhang
Man Yi
Xianguo Zhou
Yide Yang
Huabao Chen
Min Yan
Chunxian Jiang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1711972

217 views

Original Research

Published on 06 Jan 2026

Early detection of soybean mosaic virus using portable Raman spectroscopy coupled with machine learning

in Sustainable and Intelligent Phytoprotection

Yujia Han
Hongpu Guan
Dagang Wang
Yafei Zhang
Weixuan Zhang
Yiming Zhao
Longgang Zhao
Zhaohua Wang
Tingting Wu
Yanru Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1750535

148 views

Original Research

Accepted on 05 Jan 2026

PotatoGuardNet: A Refined Deep Learning Framework for Potato Leaf Disease Detection

in Sustainable and Intelligent Phytoprotection

Marriam Nawaz
Ali Javed
Abdul Khader Jilani Saudagar

Frontiers in Plant Science

149 views

Original Research

Accepted on 05 Jan 2026

Study on the Variable Side - deep Fertilization Control System for Rice Based on Soil Electrical Conductivity

in Sustainable and Intelligent Phytoprotection

Lantian Xie
WenJie Mao
Xincheng Zhang
Yagang Du
Xin Fang
Cheng Zhou

Frontiers in Plant Science

133 views

Correction

Published on 05 Jan 2026

Correction: 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.2025.1766846

362 views

Original Research

Published on 05 Jan 2026

A lightweight co-optimization model for field sunflower disease identification

in Sustainable and Intelligent Phytoprotection

Xiao Wu
Liqian Zhang
Yaogeng Wang
Yunli Bai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1728123

205 views

Original Research

Published on 05 Jan 2026

Path tracking control method for tracked agricultural vehicles based on slip-aware look-ahead point offset

in Sustainable and Intelligent Phytoprotection

Huanyu Liu
Zhihang Han
Jiaqin Yin
Junwei Bao
Jian Mu
Hewen Tan
Xiangnan Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1754679

211 views

Original Research

Published on 05 Jan 2026

CNNAttLSTM: an attention-enhanced CNN–LSTM architecture for high-precision jackfruit leaf disease classification

in Sustainable and Intelligent Phytoprotection

Gaurav Tuteja
Fuad Ali Mohammed Al-Yarimi
Amna Ikram
Rupesh Gupta
Ateeq Ur Rehman
Jeewan Singh
Irene Delgado Noya
Luis Alonso Dzul Lopez

Frontiers in Plant Science

doi 10.3389/fpls.2025.1720471

341 views

Data Report

Published on 05 Jan 2026

An annotated image dataset for small apple fruitlet detection in complex orchard environments

in Sustainable and Intelligent Phytoprotection

Dandan Wang
Bo Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1664972

304 views

Original Research

Accepted on 04 Jan 2026

A Machine Learning and Remote Sensing Approach for Accurate Forest Sub-compartment Level Vegetation Cover Change Monitoring

in Sustainable and Intelligent Phytoprotection

Wenjie Zhang
Yingze Tian
Xiaohui Su
Danzi Wu

Frontiers in Plant Science

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

316 views

Original Research

Published on 02 Jan 2026

Multispectral imaging and automated analysis for quantifying grain quality to reveal known and potential novel alleles affecting grain traits in wheat

in Sustainable and Intelligent Phytoprotection

Jie Dai
Daiki Abe
Zhengjie Wen
Yuyi Li
Hongyan Li
Jinlong Huang
Phil Howell
Robert Jackson
Ji Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1735309

626 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

354 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

944 views

Correction

Accepted on 31 Dec 2025

Correction: 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

117 views

Original Research

Accepted on 30 Dec 2025

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

in Sustainable and Intelligent Phytoprotection

Chuanling Li
Yanli Yao
Junjun He
Zhangyun Gao
Zhuying Zhu
Shenghui Liu
Hui Feng
Xiumei Zhang

Frontiers in Plant Science

106 views

Original Research

Accepted on 30 Dec 2025

A Deep Learning Architecture for Leaf Water Potential Prediction in Populus euramevicana 'I-214' from hyperspectral reflectance

in Sustainable and Intelligent Phytoprotection

Xue-Wei Gong
Qing-Song Yu
Hong-Li Li
Zhuo-Qun Fang
Jia-Xu Guo
Zhao-Kui Li
Heng-Fang Wang
Zhong-Yi Pang
Yan-Hui Peng
Xue-Kai Sun

Frontiers in Plant Science

Original Research

Accepted on 29 Dec 2025

UAV Multispectral Sensing and Data-Driven Modeling for Precision Onion Yield Prediction

in Sustainable and Intelligent Phytoprotection

SAGAR WAYAL
Shardul Parab
Anusha Raj
Kiran Khandagale
Sanket Bhegde
Mukund Dawale
Indira Bhangare
Mahesh Khaire
Yogesh Kadam
Zafar Shaikh

Frontiers in Plant Science

197 views

Original Research

Accepted on 29 Dec 2025

Rapid detection method of soybean seed germination potential based on the PLSR-MLP fusion model

in Sustainable and Intelligent Phytoprotection

Shuo Liu
Zhengguang Chen

Frontiers in Plant Science

Review

Accepted on 29 Dec 2025

Lightweight Deep Learning for Tomato Disease Detection: Trends, Challenges, and Edge AI Perspectives

in Sustainable and Intelligent Phytoprotection

Harshinisree Gunasekaran
Sujatha Rajkumar
Lincy Kirubhadharsini Benjamin

Frontiers in Plant Science

Original Research

Accepted on 26 Dec 2025

UAV-Based Improved YOLOv11-seg for Automatic Weed Mapping and Variable-Rate Herbicide Spraying in Soybean Fields

in Sustainable and Intelligent Phytoprotection

Yaohua Yue

Frontiers in Plant Science

Editorial

Accepted on 26 Dec 2025

Editorial: Molecular and Physiological Mechanisms Driving Phytoremediation

in Sustainable and Intelligent Phytoprotection

Azam Noori
Hamidreza Sharifan
Andrés Rodríguez-Seijo

Frontiers in Plant Science

Original Research

Accepted on 25 Dec 2025

IV-YOLO: An Information Vortex-Based Progressive Fusion Method for Accurate Rice Detection

in Sustainable and Intelligent Phytoprotection

Jianxiang Zhang
Liexiang Huangfu
Yanling Zhao
Chao Xue
Congfei Yin
Jiankang Lu
Jia Mei

Frontiers in Plant Science

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

890 articles

articles

Identification of tobacco leaf diseases using hyperspectral imaging and machine learning with SHAP interpretability analysis

Early detection of soybean mosaic virus using portable Raman spectroscopy coupled with machine learning

PotatoGuardNet: A Refined Deep Learning Framework for Potato Leaf Disease Detection

Study on the Variable Side - deep Fertilization Control System for Rice Based on Soil Electrical Conductivity

Correction: Unmanned aerial vehicle payload technology applications in agriculture and other low altitude scenarios: a review

A lightweight co-optimization model for field sunflower disease identification

Path tracking control method for tracked agricultural vehicles based on slip-aware look-ahead point offset

CNNAttLSTM: an attention-enhanced CNN–LSTM architecture for high-precision jackfruit leaf disease classification

An annotated image dataset for small apple fruitlet detection in complex orchard environments

A Machine Learning and Remote Sensing Approach for Accurate Forest Sub-compartment Level Vegetation Cover Change Monitoring

Multimodal cross-attention network for overgrowth detection in strawberry seedlings

Multispectral imaging and automated analysis for quantifying grain quality to reveal known and potential novel alleles affecting grain traits in wheat

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

Correction: Integrating UAV visible and multispectral imagery to assess grazing-induced vegetation responses in sandy grasslands

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

A Deep Learning Architecture for Leaf Water Potential Prediction in Populus euramevicana 'I-214' from hyperspectral reflectance

UAV Multispectral Sensing and Data-Driven Modeling for Precision Onion Yield Prediction

Rapid detection method of soybean seed germination potential based on the PLSR-MLP fusion model

Lightweight Deep Learning for Tomato Disease Detection: Trends, Challenges, and Edge AI Perspectives

UAV-Based Improved YOLOv11-seg for Automatic Weed Mapping and Variable-Rate Herbicide Spraying in Soybean Fields

Editorial: Molecular and Physiological Mechanisms Driving Phytoremediation

IV-YOLO: An Information Vortex-Based Progressive Fusion Method for Accurate Rice Detection

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