Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 30 Jan 2026

Feature enhancement and fusion-optimized defect detection model for Sanhua plums

in Sustainable and Intelligent Phytoprotection

Yu Chen
Yuanxia Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2026.1759809

391 views

Original Research

Published on 30 Jan 2026

AI-powered detection of pumpkin leaf diseases using DualFusion-CBAM-stochastic for yield protection and precision agriculture

in Sustainable and Intelligent Phytoprotection

Ruchika Bhuria
Rahul Singh
Mudassir Khan
Mohamed Abbas
Jaibir Singh
Amel Ksibi
Nitin Kumar
Nitika Kapoor
Upinder Kaur

Frontiers in Plant Science

doi 10.3389/fpls.2025.1717226

756 views

Original Research

Accepted on 29 Jan 2026

Global Feasible Path Planning for Pest Monitoring Robots in Unstructured Agricultural Environments

in Sustainable and Intelligent Phytoprotection

Yipeng Shao
Fazhan Tao
Pengju Si
Baofeng Ji
Meng Yang Li

Frontiers in Plant Science

239 views

Original Research

Published on 29 Jan 2026

Vision-language models for zero-shot weed detection and visual reasoning in UAV-based precision agriculture

in Sustainable and Intelligent Phytoprotection

Muhammad Fahad Nasir
Mobeen Ur Rehman
Irfan Hussain

Frontiers in Plant Science

doi 10.3389/fpls.2025.1735096

846 views

Mini Review

Published on 29 Jan 2026

Harnessing entomopathogenic nematodes for sustainable pest management: mechanisms, challenges, and innovations

in Sustainable and Intelligent Phytoprotection

Amandeep Kaur
David Kihoro Sirengo
Pratibha Karki
Thomas O. Powers
Amanda M. V. Brown

Frontiers in Plant Science

doi 10.3389/fpls.2026.1755114

1,001 views

Original Research

Published on 29 Jan 2026

PointNeXt-DBSCAN: a hybrid point cloud deep learning framework for multi-stage cotton leaf instance segmentation

in Sustainable and Intelligent Phytoprotection

Zeyu Lei
Debin Zeng
Liangfang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1705564

479 views

Original Research

Published on 29 Jan 2026

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

doi 10.3389/fpls.2025.1677854

565 views

Original Research

Published on 29 Jan 2026

LightWaveNet: a lightweight wavelet-enhanced high-low-frequency-aware network with multi-stage supervision for rice disease recognition

in Sustainable and Intelligent Phytoprotection

Weiqiang Pi
Tao Zhang
Rongyang Wang
Zhongyou Zhou
Guowei Ma
Yong Wang

Frontiers in Plant Science

doi 10.3389/fpls.2026.1692649

394 views

Original Research

Published on 28 Jan 2026

Robust plant disease segmentation in complex field environments: an in-depth analysis and validation with STAR-Net

in Sustainable and Intelligent Phytoprotection

Yulong Fan
Minghao Yu
Lele Shen
Jie Ma
Zhisheng Zeng
Hui Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1706072

534 views

Original Research

Published on 28 Jan 2026

TRD-Net: an efficient tomato ripeness detection network based on improved YOLO v8 for selective harvesting

in Sustainable and Intelligent Phytoprotection

Xiangpeng Fan
Xiujuan Chai

Frontiers in Plant Science

doi 10.3389/fpls.2026.1748741

601 views

Review

Accepted on 26 Jan 2026

Nanotechnology-Driven Strategies to Overcome Azole Resistance in Phoma arachidicola: Mechanistic Insights, Resistance Dynamics, and Translational Barriers

in Sustainable and Intelligent Phytoprotection

Jinhui Xie
Xue Pei
Chaoqun Zang
Aleksandra O. Utkina
Asim Abbasi

Frontiers in Plant Science

313 views

Original Research

Accepted on 26 Jan 2026

A Multi-Dimensional Pyramid Strategy for Limited Sample Classification of Hyperspectral Cropland Imagery

in Sustainable and Intelligent Phytoprotection

Mingchao Yang

Frontiers in Plant Science

Original Research

Published on 26 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

doi 10.3389/fpls.2026.1741992

610 views

Original Research

Published on 26 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

doi 10.3389/fpls.2026.1748101

669 views

Original Research

Published on 26 Jan 2026

A deep learning architecture for leaf water potential prediction in Populus euramericana ‘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

doi 10.3389/fpls.2025.1709473

562 views

Original Research

Published on 22 Jan 2026

PalmNeXt: a ConvNeXt-based deep learning model for pest detection in date palm leaves

in Sustainable and Intelligent Phytoprotection

Mahmood Ashraf
Muhammad Zeeshan Aslam
Natasha Saeed
Syed Jawad Hussain

Frontiers in Plant Science

doi 10.3389/fpls.2025.1738129

622 views

Original Research

Published on 21 Jan 2026

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

in Sustainable and Intelligent Phytoprotection

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

Frontiers in Plant Science

doi 10.3389/fpls.2025.1758676

586 views

Original Research

Published on 21 Jan 2026

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

doi 10.3389/fpls.2025.1734022

415 views

Original Research

Accepted on 20 Jan 2026

Rice Pest Detection via Multi-scale Edge Network and Wavelet Attention Enhancement

in Sustainable and Intelligent Phytoprotection

Xinyue Huang
Ruoxuan Zhou

Frontiers in Plant Science

146 views

Editorial

Published on 20 Jan 2026

Editorial: Molecular and physiological mechanisms driving phytoremediation

in Sustainable and Intelligent Phytoprotection

Azam Noori
Hamidreza Sharifan
Andrés Rodríguez-Seijo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1770267

463 views

Original Research

Published on 20 Jan 2026

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

doi 10.3389/fpls.2025.1726266

329 views

Original Research

Published on 19 Jan 2026

Chat Demeter: a multi-agent system for plant disease diagnosis integrating CNN-transformer models

in Sustainable and Intelligent Phytoprotection

Sainan Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1695227

772 views

Review

Published on 19 Jan 2026

Research progress on multimodal data fusion in forest resource monitoring

in Sustainable and Intelligent Phytoprotection

Ming Wang
Qian Zhang
Xin Liu
Jinmeng Zhang
Feng Yu
Xining Zhang
Ruifang Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1710618

803 views

Correction

Published on 16 Jan 2026

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

doi 10.3389/fpls.2025.1774249

447 views

939 articles

articles

Feature enhancement and fusion-optimized defect detection model for Sanhua plums

AI-powered detection of pumpkin leaf diseases using DualFusion-CBAM-stochastic for yield protection and precision agriculture

Global Feasible Path Planning for Pest Monitoring Robots in Unstructured Agricultural Environments

Vision-language models for zero-shot weed detection and visual reasoning in UAV-based precision agriculture

Harnessing entomopathogenic nematodes for sustainable pest management: mechanisms, challenges, and innovations

PointNeXt-DBSCAN: a hybrid point cloud deep learning framework for multi-stage cotton leaf instance segmentation

YOLO-LitchiVar: a lightweight and high-precision detection model for fine-grained litchi variety identification

LightWaveNet: a lightweight wavelet-enhanced high-low-frequency-aware network with multi-stage supervision for rice disease recognition

Robust plant disease segmentation in complex field environments: an in-depth analysis and validation with STAR-Net

TRD-Net: an efficient tomato ripeness detection network based on improved YOLO v8 for selective harvesting

Nanotechnology-Driven Strategies to Overcome Azole Resistance in Phoma arachidicola: Mechanistic Insights, Resistance Dynamics, and Translational Barriers

A Multi-Dimensional Pyramid Strategy for Limited Sample Classification of Hyperspectral Cropland Imagery

A machine learning and remote sensing approach for accurate forest sub-compartment level vegetation cover change monitoring

Study on the variable side - deep fertilization control system for rice based on soil electrical conductivity

A deep learning architecture for leaf water potential prediction in Populus euramericana ‘I-214’ from hyperspectral reflectance

PalmNeXt: a ConvNeXt-based deep learning model for pest detection in date palm leaves

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

IV-YOLO: an information vortex-based progressive fusion method for accurate rice detection

Rice Pest Detection via Multi-scale Edge Network and Wavelet Attention Enhancement

Editorial: Molecular and physiological mechanisms driving phytoremediation

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

Chat Demeter: a multi-agent system for plant disease diagnosis integrating CNN-transformer models

Research progress on multimodal data fusion in forest resource monitoring

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