Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

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

267 views

Original Research

Accepted on 15 Sep 2025

AMS-YOLO: Multi-scale Feature Integration for Intelligent Plant Protection Against Maize Pests

in Sustainable and Intelligent Phytoprotection

leilei Deng
Di Fang
Aziz Ullah
qi Hou
helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640405

Original Research

Accepted on 15 Sep 2025

Regional Feature Purification Contrastive Learning for Wheat Biotic Stress Detection

in Sustainable and Intelligent Phytoprotection

SHENG-HE XU

Frontiers in Plant Science

doi 10.3389/fpls.2025.1523214

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

483 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

689 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

657 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

834 views

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

668 views

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

525 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

481 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

497 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

547 views

Original Research

Accepted on 10 Sep 2025

A lightweight deep convolutional neural network development for soybean leaf disease recognition

in Sustainable and Intelligent Phytoprotection

Yakun Zhang
Ruofei Bao
Mengxin Guan
Zixuan Wang
Libo Wang
Xiahua Cui
Xiaoli Niu
Yan Wang
Shaukat Ali
Fu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1655564

165 views

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

482 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

447 views

Original Research

Accepted on 09 Sep 2025

A Precision Grading Method for Walnut Leaf Brown Spot Dis-ease Integrating Hierarchical Feature Selection and Dynamic Multi-Scale Convolution

in Sustainable and Intelligent Phytoprotection

宇婷 Wei
Debin Zeng
Liangfang zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1641677

297 views