Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

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

455 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

534 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

429 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

463 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

363 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

398 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

361 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

334 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

146 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

361 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

331 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

295 views

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

359 views

Original Research

Accepted on 08 Sep 2025

TL-FSD-YOLO11s: The Detection of Health Status of Passion Fruit using Transfer Learning with Improved YOLO11s

in Sustainable and Intelligent Phytoprotection

Yu Zhou
Sheng Xue
Zhenye Li
Chao Ni
Tingting Zhu
Jian Wu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1656007

271 views

Original Research

Accepted on 08 Sep 2025

Soft Prompt-Tuning for Plant Pest and Disease Classification from Colloquial Descriptions

in Sustainable and Intelligent Phytoprotection

Xinlu Liu
Xinbing Li
Yi Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668642

203 views

Original Research

Accepted on 05 Sep 2025

Adaptive Path Tracking Control of Unmanned Agricultural Machinery with Fixed-Time Super-Twisting Sliding Mode Based on RLS-ELM

in Sustainable and Intelligent Phytoprotection

Chen Zhijian
Yin Jianjun
Sheikh Muhammad Farhan
Lin Zhenhua
Zhou Maile

Frontiers in Plant Science

doi 10.3389/fpls.2025.1678648

485 views