Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 17 Sep 2025

VanillaNet-YOLOv8 segment: detection of nano-iron oxide regulation on rice seedling growth vitality under salt stress

in Sustainable and Intelligent Phytoprotection

Weihang Jiang
Hongyu Li
Xuanhao Zhao
Renhong Wang
Meng Li
Xiuqing Fu
Zhibo Zhong
Ruxiao Bai
Yang Peng
Feng Pan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1631279

1,687 views

Original Research

Published on 17 Sep 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 S
A. Shirly Edward

Frontiers in Plant Science

doi 10.3389/fpls.2025.1631928

3,807 views
1 citation

Original Research

Published on 16 Sep 2025

A multi-scale detection model for tomato leaf diseases with small target detection head

in Sustainable and Intelligent Phytoprotection

Hao Sun
Xiaofeng Li
Xiaofang Li
Xuewei Wang
Zhenqi Cheng
Mohammed Abdulhakim Al-Absi
Liqun Xiao
Rui Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1598534

1,825 views
1 citation

Original Research

Published on 15 Sep 2025

FHB-Net: a severity level evaluation model for wheat Fusarium head blight based on image-level annotated aerial RGB images

in Sustainable and Intelligent Phytoprotection

Shuxin Zhu
Huayong Li
Shun Zou
Huanliang Xu
Zhaoyu Zhai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1549896

2,298 views

Original Research

Published on 12 Sep 2025

External defect detection of Orah mandarin based on a non-brightness correction algorithm

in Sustainable and Intelligent Phytoprotection

Panfei Li
Xiaoxiao Jiang
Yuhao Wu
Qiang Fu
Sheng Qin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1654143

1,787 views

Original Research

Published on 12 Sep 2025

IMNM: integrated multi-network model for identifying pepper leaf diseases

in Sustainable and Intelligent Phytoprotection

Zhaopeng Cai
Nadia Farhana
Asif Mahbub Karim
Fengyan Zhai
Wenwen Huang
Meng Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1558349

2,240 views

Original Research

Published on 12 Sep 2025

Automated measurement of field crop phenotypic traits using UAV 3D point clouds and an improved PointNet++

in Sustainable and Intelligent Phytoprotection

Jiatong Yao
Wei Wang
Hongyu Fu
Zhehong Deng
Guoxian Cui
Shuaibin Wang
Dong Wang
Wei She
Xiaolan Cao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1654232

2,413 views
3 citations

Original Research

Published on 11 Sep 2025

YOLO-LF: application of multi-scale information fusion and small target detection in agricultural disease detection

in Sustainable and Intelligent Phytoprotection

Xinming Wang
Sai Hong Tang
Mohd Khairol Anuar B. Mohd Ariffin
Mohd Idris Shah B. Ismail
Jiazheng Shen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1609284

2,272 views
1 citation

Original Research

Published on 11 Sep 2025

Accurate tree disc volume estimation using TLS: validation and improvement via point cloud repair

in Sustainable and Intelligent Phytoprotection

Lu Xie
Fangming Wu
Dan Zhao
Liming Du
Jinchen Wu
Cong Xu
Junhua Chen
Xuan Mu
Ping Zhao
Xiaomin Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1654386

1,909 views

Original Research

Published on 11 Sep 2025

Research on the method of shiitake mushroom picking robot based on CSO-ASTGCN human action prediction network

in Sustainable and Intelligent Phytoprotection

Daojin Yao
Zichen Yang
Hanxin Chen
Yan Chen
Xiong Yin
Xiaoming Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1665352

1,912 views

Original Research

Published on 11 Sep 2025

Multidimensional quality evaluation and traceability study of Fritillariae Cirrhosae Bulbus from different sources

in Sustainable and Intelligent Phytoprotection

Guiqi Han
Luming Qi
Dongmei He
Weihang Xue
Wenshang Li
Hai Wang
Zhuyun Yan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1648434

2,427 views

Original Research

Published on 11 Sep 2025

Leveraging window-pane analysis with environmental factor loadings of genotype-by-environment interaction to identify high-resolution weather-based variables associated with plant disease

in Sustainable and Intelligent Phytoprotection

Vinicius C. Garnica
Peter S. Ojiambo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1637130

1,926 views
1 citation

Original Research

Published on 10 Sep 2025

Apple leaf disease image recognition based on a modified rime optimization algorithm and ConvNeXt network

in Sustainable and Intelligent Phytoprotection

Jing Qian
Linjing Wei

Frontiers in Plant Science

doi 10.3389/fpls.2025.1626335

1,593 views

Original Research

Published on 10 Sep 2025

Deep-broad learning network model for precision identification and diagnosis of grape leaf diseases

in Sustainable and Intelligent Phytoprotection

Weimin Zhang
Yangyang Liu
Ya Feng
Longzhe Quan
Guoxiang Zhang
Chunyu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1611301

1,881 views
1 citation

Original Research

Published on 09 Sep 2025

Investigation of salt stress effects on maize seedling phenotypic traits based on the PointCornNet point cloud segmentation model

in Sustainable and Intelligent Phytoprotection

Xiaozhong Li
Zhiqian Ouyang
Qianzhe Cheng
Zhibo Zhong
Xiuqing Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1621509

1,979 views

Original Research

Published on 04 Sep 2025

TriPerceptNet: a lightweight multi-scale enhanced YOLOv11 model for accurate rice disease detection in complex field environments

in Sustainable and Intelligent Phytoprotection

Xin Zhang
Linjing Wei
Ruqiang Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1614929

3,275 views
1 citation

Original Research

Published on 04 Sep 2025

Developing sustainable system based on transformers algorithms to predict the Dubas insects diseases in palm leaves

in Sustainable and Intelligent Phytoprotection

Theyazn H. H. Aldhyani
Hasan Alkahtani

Frontiers in Plant Science

doi 10.3389/fpls.2025.1612800

1,629 views

Original Research

Published on 03 Sep 2025

DSC-DeepLabv3+: a lightweight semantic segmentation model for weed identification in maize fields

in Sustainable and Intelligent Phytoprotection

Haitao Fu
Xiaoyao Li
Li Zhu
Xin Pan
Tuo Wu
Wen Li
Yuxuan Feng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1647736

2,678 views
2 citations

Original Research

Published on 03 Sep 2025

Accurate fine-grained weed instance segmentation amidst dense crop canopies using CPD-WeedNet

in Sustainable and Intelligent Phytoprotection

Lan Luo
Jinfan Wei
Lingyun Ni
Cun Pei
Haotian Gong
Hang Zhu
Caocan Zhu
Mengchao Chen
Ye Mu
He Gong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1632684

1,815 views
2 citations

Original Research

Published on 03 Sep 2025

Self-supervised disturbing feature reconstruction network for mangrove biomass estimation with limited data

in Sustainable and Intelligent Phytoprotection

Jun Hao
Xiaowei Xu
Haiyan Xu
Gang Xu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1623458

1,303 views

Original Research

Published on 02 Sep 2025

Lightweight grading method for potato late blight severity based on enhanced YOLOv8-Unet3Plus network

in Sustainable and Intelligent Phytoprotection

Peisen Yuan
Lushuo Jiang
Zhanghao Cheng
Yixi Tan
Yujia Yang
Cheng He

Frontiers in Plant Science

doi 10.3389/fpls.2025.1616864

1,769 views

Systematic Review

Published on 02 Sep 2025

Harnessing large vision and language models in agriculture: a review

in Sustainable and Intelligent Phytoprotection

Hongyan Zhu
Shuai Qin
Min Su
Chengzhi Lin
Anjie Li
Junfeng Gao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1579355

6,732 views
13 citations

Original Research

Published on 01 Sep 2025

Erannis jacobsoni disturbance detection based on unmanned aerial vehicle red edge spectral features

in Sustainable and Intelligent Phytoprotection

Liga Bai
Xiaojun Huang
Ganbat Dashzebeg
Mungunkhuyag Ariunaa
Shan Yin
Yuhai Bao
Gang Bao
Siqin Tong
Altanchimeg Dorjsuren
Enkhnasan Davaadorj

Frontiers in Plant Science

doi 10.3389/fpls.2025.1619695

1,910 views
2 citations

Methods

Published on 01 Sep 2025

MFDN: an efficient detection method for Alstroemeria Genus flowers based on multi-scale feature fusion

in Sustainable and Intelligent Phytoprotection

Haijie Feng
Hongyuan Li
Xuebin Zhu
Zhaoyi Pei

Frontiers in Plant Science

doi 10.3389/fpls.2025.1628348

1,349 views

942 articles

articles

VanillaNet-YOLOv8 segment: detection of nano-iron oxide regulation on rice seedling growth vitality under salt stress

MLVI-CNN: a hyperspectral stress detection framework using machine learning-optimized indices and deep learning for precision agriculture

A multi-scale detection model for tomato leaf diseases with small target detection head

FHB-Net: a severity level evaluation model for wheat Fusarium head blight based on image-level annotated aerial RGB images

External defect detection of Orah mandarin based on a non-brightness correction algorithm

IMNM: integrated multi-network model for identifying pepper leaf diseases

Automated measurement of field crop phenotypic traits using UAV 3D point clouds and an improved PointNet++

YOLO-LF: application of multi-scale information fusion and small target detection in agricultural disease detection

Accurate tree disc volume estimation using TLS: validation and improvement via point cloud repair

Research on the method of shiitake mushroom picking robot based on CSO-ASTGCN human action prediction network

Multidimensional quality evaluation and traceability study of Fritillariae Cirrhosae Bulbus from different sources

Leveraging window-pane analysis with environmental factor loadings of genotype-by-environment interaction to identify high-resolution weather-based variables associated with plant disease

Apple leaf disease image recognition based on a modified rime optimization algorithm and ConvNeXt network

Deep-broad learning network model for precision identification and diagnosis of grape leaf diseases

Investigation of salt stress effects on maize seedling phenotypic traits based on the PointCornNet point cloud segmentation model

TriPerceptNet: a lightweight multi-scale enhanced YOLOv11 model for accurate rice disease detection in complex field environments

Developing sustainable system based on transformers algorithms to predict the Dubas insects diseases in palm leaves

DSC-DeepLabv3+: a lightweight semantic segmentation model for weed identification in maize fields

Accurate fine-grained weed instance segmentation amidst dense crop canopies using CPD-WeedNet

Self-supervised disturbing feature reconstruction network for mangrove biomass estimation with limited data

Lightweight grading method for potato late blight severity based on enhanced YOLOv8-Unet3Plus network

Harnessing large vision and language models in agriculture: a review

Erannis jacobsoni disturbance detection based on unmanned aerial vehicle red edge spectral features

MFDN: an efficient detection method for Alstroemeria Genus flowers based on multi-scale feature fusion