Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 08 Apr 2025

PD-YOLO: a novel weed detection method based on multi-scale feature fusion

in Sustainable and Intelligent Phytoprotection

Shengzhou Li
Zihan Chen
Jialong Xie
Hewei Zhang
Jianwen Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1506524

347 views

Original Research

Published on 08 Apr 2025

AMS-MLP: adaptive multi-scale MLP network with multi-scale context relation decoder for pepper leaf segmentation

in Sustainable and Intelligent Phytoprotection

Jiangxiong Fang
Huaxiang Liu
Shiqing Zhang
Hui Hu
Huaqi Gu
Youyao Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1515105

252 views

Original Research

Accepted on 07 Apr 2025

Deep Learning-Based Anomaly Detection for Precision Field Crop Protection

in Sustainable and Intelligent Phytoprotection

Yifeng Shan
Mengzhe Zhen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1576756

133 views

Methods

Published on 07 Apr 2025

Research on soybean leaf disease recognition in natural environment based on improved Yolov8

in Sustainable and Intelligent Phytoprotection

Chen Chen
Xiaolei Lu
Lei He
Ruoxue Xu
Yi Yang
Jing Qiu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1523633

444 views

Original Research

Published on 07 Apr 2025

A novel multiscale feature enhancement network using learnable density map for red clustered pepper yield estimation

in Sustainable and Intelligent Phytoprotection

Chenming Cheng
Jin Lei
Zicui Zhu
Lijian Lu
Zhi Wang
Jiali Tao
Xinyan Qin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1548035

260 views

Original Research

Published on 03 Apr 2025

Real-time detection of Chinese cabbage seedlings in the field based on YOLO11-CGB

in Sustainable and Intelligent Phytoprotection

Hang Shi
Changxi Liu
Miao Wu
Hui Zhang
Hang Song
Hao Sun
Yufei Li
Jun Hu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1558378

547 views

Original Research

Published on 03 Apr 2025

Fine-grained crop pest classification based on multi-scale feature fusion and mixed attention mechanisms

in Sustainable and Intelligent Phytoprotection

Yiheng Qian
Zhiyong Xiao
Zhaohong Deng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1500571

312 views

Original Research

Published on 02 Apr 2025

VMamba for plant leaf disease identification: design and experiment

in Sustainable and Intelligent Phytoprotection

Hewei Zhang
Shengzhou Li
Jialong Xie
Zihan Chen
Jiyang Chen
Jianwen Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1515021

636 views

Original Research

Accepted on 01 Apr 2025

Parameter design and experiment of rotary plate pineapple fruit picker

in Sustainable and Intelligent Phytoprotection

Jiangyi Qiu
Jieli Duan
Xue Zhong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1575648

Editorial

Published on 01 Apr 2025

Editorial: Magnetobiology and chronobiology: new opportunities for smart phytoprotection

in Sustainable and Intelligent Phytoprotection

Guijun Wan
Gregory A. Sword
Juan Du
Qiuying Huang
Wenfeng Chen
Eric Warrant

Frontiers in Plant Science

doi 10.3389/fpls.2025.1594646

373 views

Original Research

Accepted on 31 Mar 2025

WMC-RTDETR：A Lightweight Tea Disease Detection Model

in Sustainable and Intelligent Phytoprotection

Youcheng Zhang
Jun Song
Xinjian Yu
Xingfu Ji

Frontiers in Plant Science

doi 10.3389/fpls.2025.1574920

127 views

Methods

Accepted on 31 Mar 2025

YOLO for Early Detection and Management of Tuta absoluta-Induced Tomato Leaf Diseases

in Sustainable and Intelligent Phytoprotection

Harisu Abdullahi Shehu
Aniebietabasi Ackley
Mark Marvellous
Ofem Eteng
Md. Haidar Sharif
Huseyin Kusetogullari

Frontiers in Plant Science

doi 10.3389/fpls.2025.1524630

205 views

Original Research

Accepted on 31 Mar 2025

TomaFDNet: A Multiscale Focused Diffusion-Based Model for Tomato Disease Detection

in Sustainable and Intelligent Phytoprotection

Rijun WANG
Yesheng Chen
Fulong Liang
Xiangwei Mou
Guanghao Zhang
Jin Hao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1530070

Original Research

Published on 27 Mar 2025

Deep learning-based target spraying control of weeds in wheat fields at tillering stage

in Sustainable and Intelligent Phytoprotection

Haiying Wang
Yu Chen
Shuo Zhang
Peijie Guo
Yuxiang Chen
Guangrui Hu
Yuxuan Ma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1540722

508 views

Original Research

Published on 27 Mar 2025

Plant stem and leaf segmentation and phenotypic parameter extraction using neural radiance fields and lightweight point cloud segmentation networks

in Sustainable and Intelligent Phytoprotection

Gaofei Qiao
Zhibin Zhang
Bin Niu
Sijia Han
Enhui Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1491170

520 views

Original Research

Published on 27 Mar 2025

Identification of rice leaf disease based on DepMulti-Net

in Sustainable and Intelligent Phytoprotection

Kui Hu
Xinying Zheng
Xinyao Su
Lei Wu
Yongmin Liu
Zhenhua Deng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1522487

383 views