Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 18 Nov 2025

Calculation method of canopy effective volume for fruit tree based on LiDAR point cloud data

in Sustainable and Intelligent Phytoprotection

Hao Ma
Kexin Wang
Jingyuan Ma
Shijie Jiang
Pan Liu
Ce Yang
Dongdong Wang
Hongwei Cui
Haoyu Chang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1679027

411 views

Original Research

Published on 18 Nov 2025

YOLO-PLNet: a lightweight real-time detection model for peanut leaf diseases based on edge deployment

in Sustainable and Intelligent Phytoprotection

Jinti Sun
Zhihui Feng
Jiaqi Han
Fulei Xu
Hui Zhang
Yufeng Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1707501

232 views

Original Research

Published on 18 Nov 2025

Species-level detection of thrips and whiteflies on yellow sticky traps using YOLO-based deep learning detection models

in Sustainable and Intelligent Phytoprotection

Broes Laekeman
Jochem Bonte
Wannes Dermauw
Annelies Christiaens
Bruno Gobin
Johan Van Huylenbroeck
Emmy Dhooghe
Peter Lootens

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668795

443 views

Correction

Published on 18 Nov 2025

Correction: Intelligent grading of sugarcane leaf disease severity by integrating physiological traits with the SSA-XGBoost algorithm

in Sustainable and Intelligent Phytoprotection

Xinrui Wang
Jihong Sun
Peng Tian
Mengyao Wu
Jiawei Zhao
Jiangquan Chen
Ye Qian
Canyu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1727382

457 views

Original Research

Accepted on 17 Nov 2025

Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco

in Sustainable and Intelligent Phytoprotection

Chuntang Mao
Yanan Zhao
Leiguang Wang
Ziyi Yang
Kou Weili
Weiheng Xu
Huan Wang
Xiaolong Zhang
Ning Lu
Guangzhi Di

Frontiers in Plant Science

Original Research

Published on 17 Nov 2025

Predicting the potential distribution of Corylus heterophylla in China under future climate change using an optimized MaxEnt model

in Sustainable and Intelligent Phytoprotection

Jingyu Wang
Wang Xing
Pengfei Sun
Dali Liu
Chunxiang Cheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668828

409 views

Original Research

Published on 14 Nov 2025

SinGAN-CBAM: a multi-scale GAN with attention for few-shot plant disease image generation

in Sustainable and Intelligent Phytoprotection

Mengyao Wu
Xinrui Wang
Rongbiao Ji
Yadong Li
Zongyuan Lv
Li Chen
Jianping Yang
Canyu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1703529

475 views

Original Research

Published on 14 Nov 2025

VitiForge: a new procedural pipeline approach for grapevine disease identification under data scarcity

in Sustainable and Intelligent Phytoprotection

Eduardo Farinati Leite
Lucas Brizola Fontoura
Augusto de Freitas
Giusepe Disconzi Dallegrave
Rafael Volpe de Freitas
Vinícius Silveira Mello
João Francisco Valiati

Frontiers in Plant Science

doi 10.3389/fpls.2025.1706973

922 views

Original Research

Published on 14 Nov 2025

A hybrid vision transformer and ResNet18 based model for biotic rice leaf disease detection

in Sustainable and Intelligent Phytoprotection

Sankar Sennan
Ramasubbareddy Somula
Yongyun Cho
Selvaganapathi Sennan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1711700

678 views

Original Research

Accepted on 13 Nov 2025

Proximal hyperspectral detection of rice and weed: characterization and discriminant analysis

in Sustainable and Intelligent Phytoprotection

Zhentao wang
Tenghui Lin
huijie li
Yanling Yin
YuTing Suo
Fengjie Cai
Yulin Li

Frontiers in Plant Science

Original Research

Accepted on 13 Nov 2025

SSViT-YOLOv11: Fusing lightweight YOLO & ViT for Coffee fruit maturity detection

in Sustainable and Intelligent Phytoprotection

Yifan Liu
Qiudong Yu
Shuze Geng
Shiyi Guo
Ling Liu

Frontiers in Plant Science

Original Research

Accepted on 13 Nov 2025

Research on Grape Leaf Disease Recognition Method Based on Improved YOLOv8n Model

in Sustainable and Intelligent Phytoprotection

Huiping Guo
Linrui Rong
Jiarui Cao
Yi Wang
Fuzeng Yang
Weiguo Zang

Frontiers in Plant Science

167 views

Original Research

Accepted on 13 Nov 2025

TSSC: A New Deep Learning Model for Accurate Pea Leaf Disease Identification

in Sustainable and Intelligent Phytoprotection

Laixiang Xu
Yibu Chang
Yang Zhang
Xiaodong Yang
Xinjia Chen
Zhaopeng Cai
Junmin Zhao

Frontiers in Plant Science

Original Research

Published on 13 Nov 2025

Object detection algorithm for eggs of Pomacea canaliculata in a paddy field environment

in Sustainable and Intelligent Phytoprotection

Guang Qi Wang
Jing He
Rui Ning Hu
Dian Li
Gang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1683763

578 views

Original Research

Accepted on 11 Nov 2025

AgriPath: A Robust Multi-Objective Path Planning Framework for Agricultural Robots in Dynamic Field Environments

in Sustainable and Intelligent Phytoprotection

Chenghan Yang
Dingkun Zheng
Siming Chen
Madina mansurova
Baurzhan Belgibaev
Baidong Zhao

Frontiers in Plant Science

136 views

Original Research

Accepted on 10 Nov 2025

KD-SSGD: Knowledge Distillation-enhanced Semi-supervised Germination Detection

in Sustainable and Intelligent Phytoprotection

Chengcheng Chen
Di Luo
Tiantian Pang
Xianchang Wang
Ronghao Fu
Kaiyao Gou
Helong Yu

Frontiers in Plant Science

156 views