Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 09 Apr 2025

A recognition model for winter peach fruits based on improved ResNet and multi-scale feature fusion

in Sustainable and Intelligent Phytoprotection

Yan Li
Chunping Li
Tingting Zhu
Shurong Zhang
Li Liu
Zhanpeng Guan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1545216

1,544 views
2 citations

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

4,626 views
3 citations

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

1,587 views
3 citations

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

2,692 views
3 citations

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

1,279 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

3,670 views
9 citations

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

2,249 views
9 citations

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

2,993 views
1 citation

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

1,382 views
1 citation

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

3,001 views
5 citations

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

1,988 views
2 citations

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

1,931 views
1 citation

Original Research

Published on 20 Mar 2025

Accuracy assessment of topography and forest canopy height in complex terrain conditions of Southern China using ICESat-2 and GEDI data

in Sustainable and Intelligent Phytoprotection

Lianjin Fu
Qingtai Shu
Zhengdao Yang
Cuifen Xia
Xiao Zhang
Yiran Zhang
Zeyu Li
Shengjiao Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1547688

3,369 views
2 citations

Original Research

Published on 17 Mar 2025

Optimization and test of pneumatic lifting seed distributor for maize plot seeder

in Sustainable and Intelligent Phytoprotection

Qingbin Song
Pengfei Zhao
Yubin Bi
Zuoli Fu
Yuxiang Huang
Yi Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1469963

1,382 views

Original Research

Published on 13 Mar 2025

An enhanced lightweight model for apple leaf disease detection in complex orchard environments

in Sustainable and Intelligent Phytoprotection

Ge Wang
Wenjie Sang
Fangqian Xu
Yuteng Gao
Yue Han
Qiang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1545875

2,702 views
6 citations

Original Research

Published on 13 Mar 2025

CTDA: an accurate and efficient cherry tomato detection algorithm in complex environments

in Sustainable and Intelligent Phytoprotection

Zhi Liang
Caihong Zhang
Zhonglong Lin
Guoqiang Wang
Xiaojuan Li
Xiangjun Zou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1492110

2,144 views
3 citations

Original Research

Published on 12 Mar 2025

Assessing the stability of indoor farming systems using data outlier detection

in Sustainable and Intelligent Phytoprotection

Jean Pompeo
Ziwen Yu
Chi Zhang
Songzi Wu
Ying Zhang
Celina Gomez
Melanie Correll

Frontiers in Plant Science

doi 10.3389/fpls.2024.1270544

1,991 views
1 citation

Original Research

Published on 12 Mar 2025

Multi-objective RGB-D fusion network for non-destructive strawberry trait assessment

in Sustainable and Intelligent Phytoprotection

Zhenzhen Cheng
Yifan Cheng
Bailing Miao
Tingting Fang
Shoufu Gong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1564301

1,737 views
1 citation

Original Research

Published on 11 Mar 2025

YOLOv8 forestry pest recognition based on improved re-parametric convolution

in Sustainable and Intelligent Phytoprotection

Lina Zhang
Shengpeng Yu
Bo Yang
Shuai Zhao
Ziyi Huang
Zhiyin Yang
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1552853

3,265 views
5 citations

Methods

Published on 06 Mar 2025

Research on a machine vision-based electro-killing pheromone-baited intelligent agricultural pest monitoring method

in Sustainable and Intelligent Phytoprotection

Guozhi Li
Zhengbo Liu
Zelin Feng
Jun Lyu
Bin Li
Guo Chen
Qing Yao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1521594

2,262 views
1 citation

Original Research

Published on 05 Mar 2025

DBY-Tobacco: a dual-branch model for non-tobacco related materials detection based on hyperspectral feature fusion

in Sustainable and Intelligent Phytoprotection

Cheng Shen
Yuecheng Qi
Lijun Yun
Xu Zhang
Zaiqing Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1538051

1,643 views

Original Research

Published on 27 Feb 2025

A novel method based on lesion expansion to assess plant disease severity

in Sustainable and Intelligent Phytoprotection

Feng Qin
Haiguang Wang
Qian Jiang
Hongli Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1510663

1,940 views
1 citation

Original Research

Published on 21 Feb 2025

Integrating AI detection and language models for real-time pest management in Tomato cultivation

in Sustainable and Intelligent Phytoprotection

Yavuz Selim Şahin
Nimet Sema Gençer
Hasan Şahin

Frontiers in Plant Science

doi 10.3389/fpls.2024.1468676

4,502 views
4 citations

Original Research

Published on 20 Feb 2025

Design and testing of the key technology of the cotton direct seeding machine

in Sustainable and Intelligent Phytoprotection

WEI Song
Liu Hongyun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1530725

1,730 views
1 citation

873 articles

articles

A recognition model for winter peach fruits based on improved ResNet and multi-scale feature fusion

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

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

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

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

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

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

VMamba for plant leaf disease identification: design and experiment

Editorial: Magnetobiology and chronobiology: new opportunities for smart phytoprotection

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

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

Identification of rice leaf disease based on DepMulti-Net

Accuracy assessment of topography and forest canopy height in complex terrain conditions of Southern China using ICESat-2 and GEDI data

Optimization and test of pneumatic lifting seed distributor for maize plot seeder

An enhanced lightweight model for apple leaf disease detection in complex orchard environments

CTDA: an accurate and efficient cherry tomato detection algorithm in complex environments

Assessing the stability of indoor farming systems using data outlier detection

Multi-objective RGB-D fusion network for non-destructive strawberry trait assessment

YOLOv8 forestry pest recognition based on improved re-parametric convolution

Research on a machine vision-based electro-killing pheromone-baited intelligent agricultural pest monitoring method

DBY-Tobacco: a dual-branch model for non-tobacco related materials detection based on hyperspectral feature fusion

A novel method based on lesion expansion to assess plant disease severity

Integrating AI detection and language models for real-time pest management in Tomato cultivation

Design and testing of the key technology of the cotton direct seeding machine