Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 15 Aug 2025

Enhancing anomaly detection in plant disease recognition with knowledge ensemble

in Sustainable and Intelligent Phytoprotection

Jiuqing Dong
Heng Zhou
Alvaro Fuentes
Sook Yoon
Dong Sun Park

Frontiers in Plant Science

doi 10.3389/fpls.2025.1623907

2,020 views

Original Research

Published on 15 Aug 2025

Early detection of fungal infection of Arabidopsis and brassica by Raman spectroscopy

in Sustainable and Intelligent Phytoprotection

Song-Yi Kuo
Ling-Ying Chiu
Ekta Jain
Gajendra Pratap Singh
Muhammad Nabil Syafiq Bin Jamaludin
Rajeev J. Ram
Nam-Hai Chua

Frontiers in Plant Science

doi 10.3389/fpls.2025.1649206

1,866 views

Original Research

Published on 14 Aug 2025

Full-time sequence assessment of okra seedling vigor under salt stress based on leaf area and leaf growth rate estimation using the YOLOv11-HSECal instance segmentation model

in Sustainable and Intelligent Phytoprotection

Xiaowei Cao
Yifan Li
Yaben Zhang
Zhibo Zhong
Ruxiao Bai
Peng Yang
Feng Pan
Xiuqing Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1625154

1,570 views

Original Research

Published on 13 Aug 2025

Monitoring of vegetation chlorophyll content in photovoltaic areas using UAV-mounted multispectral imaging

in Sustainable and Intelligent Phytoprotection

Ming Li
Weiyi Wang
Haoran Li
Zekun Yang
Jianjun Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1643945

1,483 views
2 citations

Original Research

Published on 13 Aug 2025

Intelligent deep learning architecture for precision vegetable disease detection advancing agricultural new quality productive forces

in Sustainable and Intelligent Phytoprotection

Jun Liu
Xuewei Wang
Qian Chen
Peng Yan
Dugang Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1611865

1,918 views
1 citation

Original Research

Published on 13 Aug 2025

MAVM-UNet: multiscale aggregated vision MambaU-Net for field rice pest detection

in Sustainable and Intelligent Phytoprotection

Congqi Zhang
Ting Zhang
Guanyu Shang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1635310

1,068 views

Original Research

Published on 13 Aug 2025

GhostConv+CA-YOLOv8n: a lightweight network for rice pest detection based on the aggregation of low-level features in real-world complex backgrounds

in Sustainable and Intelligent Phytoprotection

Fei Li
Yang Lu
Qiang Ma
Shuxin Yin
Rui Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1620339

1,809 views
1 citation

Original Research

Published on 12 Aug 2025

Forest canopy closure estimation in mountainous southwest China using multi-source remote sensing data

in Sustainable and Intelligent Phytoprotection

Wenwu Zhou
Qingtai Shu
Cuifen Xia
Li Xu
Qin Xiang
Lianjin Fu
Zhengdao Yang
Shuwei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1629146

1,170 views

Original Research

Published on 12 Aug 2025

LCAMNet: a lightweight model for apple leaf disease classification in natural environments

in Sustainable and Intelligent Phytoprotection

Yuanyuan Jiao
Honghui Li
Xueliang Fu
Buyu Wang
Kaiwen Hu
Shuncheng Zhou
Daoqi Han

Frontiers in Plant Science

doi 10.3389/fpls.2025.1626569

1,077 views

Original Research

Published on 12 Aug 2025

UAV-based multitier feature selection improves nitrogen content estimation in arid-region cotton

in Sustainable and Intelligent Phytoprotection

Fengxiu Li
Chongqi Zhao
Yingjie Ma
Ning Lv
Yanzhao Guo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1639101

1,480 views

Original Research

Published on 11 Aug 2025

Reconstructed hyperspectral imaging for in-situ nutrient prediction in pine needles

in Sustainable and Intelligent Phytoprotection

Yuanhang Li
Jun Du
Chuangjie Zeng
Yongshan Wu
Junxian Chen
Teng Long
Yongbing Long
Yubin Lan
Xiaoliang Che
Tianyi Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1630758

1,140 views
1 citation

Original Research

Published on 08 Aug 2025

LiSA-MobileNetV2: an extremely lightweight deep learning model with Swish activation and attention mechanism for accurate rice disease classification

in Sustainable and Intelligent Phytoprotection

Yongqi Xu
Dongcheng Li
Changcheng Li
Zheming Yuan
Zhijun Dai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1619365

2,928 views

Original Research

Published on 07 Aug 2025

Landscape structure, climate variability, and soil quality shape crop biomass patterns in agricultural ecosystems of Bavaria

in Sustainable and Intelligent Phytoprotection

Maninder Singh Dhillon
Thomas Koellner
Sarah Asam
Jakob Bogenreuther
Stefan Dech
Ursula Gessner
Daniel Gruschwitz
Sylvia Helena Annuth
Tanja Kraus
Thomas Rummler

Frontiers in Plant Science

doi 10.3389/fpls.2025.1630087

2,840 views

Original Research

Published on 06 Aug 2025

Enhancing leaf disease classification using GAT-GCN hybrid model

in Sustainable and Intelligent Phytoprotection

Shyam Sundhar
Riya Sharma
Priyansh Maheshwari
Suvidha Rupesh Kumar
T. Sunil Kumar

Frontiers in Plant Science

doi 10.3389/fpls.2025.1569821

2,818 views
5 citations

Original Research

Published on 05 Aug 2025

BiSeNeXt: a yam leaf and disease segmentation method based on an improved BiSeNetV2 in complex scenes

in Sustainable and Intelligent Phytoprotection

Bibo Lu
Yanjun Lu
Di Liang
Jie Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1602102

1,807 views

Original Research

Published on 04 Aug 2025

Design and testing of a RealSense-based variable spraying control system for field kale

in Sustainable and Intelligent Phytoprotection

Yahui Luo
Wen Li
Pin Jiang
Kaiwen Tang
Zhiluo Liang
Yixin Shi

Frontiers in Plant Science

doi 10.3389/fpls.2025.1618159

2,680 views

Original Research

Published on 23 Jul 2025

key-fg DETR based camouflaged locust objects in complex fields

in Sustainable and Intelligent Phytoprotection

Dongmei Chen
Peipei Cao
Zhihua Diao
Yingying Dong
Jingcheng Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1565739

1,622 views

Original Research

Published on 22 Jul 2025

ALPD-Net: a wild licorice detection network based on UAV imagery

in Sustainable and Intelligent Phytoprotection

Jing Yang
Huaibin Qin
Jianguo Dai
Guoshun Zhang
Miaomiao Xu
Yuan Qin
Jinglong Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1617997

1,662 views

Original Research

Published on 21 Jul 2025

Detection of microplastics stress on rice seedling by visible/near-infrared hyperspectral imaging and synchrotron radiation Fourier transform infrared microspectroscopy

in Sustainable and Intelligent Phytoprotection

Chaojie Wei
Hongxin Xie
Wei Wang
Yu-Feng Li
Xiaorong Wang
Ziwei Song
Fajun Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1645490

2,405 views

Original Research

Published on 21 Jul 2025

Dynamic gating-enhanced deep learning model with multi-source remote sensing synergy for optimizing wheat yield estimation

in Sustainable and Intelligent Phytoprotection

Jian Li
Junrui Kang
Jian Lu
Hongkun Fu
Zheng Li
Baoqi Liu
Xinglei Lin
Jiawei Zhao
Hengxu Guan
He Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640806

2,789 views
1 citation

Original Research

Published on 17 Jul 2025

Nitrogen content estimation of apple trees based on simulated satellite remote sensing data

in Sustainable and Intelligent Phytoprotection

Meixuan Li
Xicun Zhu
Xinyang Yu
Cheng Li
Dongyun Xu
Ling Wang
Dong Lv
Yuyang Ma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1613487

1,982 views

Correction

Published on 10 Jul 2025

Correction: Deep learning-based text generation for plant phenotyping and precision agriculture

in Sustainable and Intelligent Phytoprotection

Li Zhu
Long Tang
Shan Ren

Frontiers in Plant Science

doi 10.3389/fpls.2025.1648292

873 views
2 citations

Original Research

Published on 08 Jul 2025

FGA-Corn: an integrated system for precision pesticide application in center leaf areas using deep learning vision

in Sustainable and Intelligent Phytoprotection

Zhongqiang Song
Wenqiang Li
Xuehang Song
Shun Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1571228

2,452 views

Original Research

Published on 07 Jul 2025

High-throughput end-to-end aphid honeydew excretion behavior recognition method based on rapid adaptive motion-feature fusion

in Sustainable and Intelligent Phytoprotection

Zhongqiang Song
Jiahao Shen
Qiaoyi Liu
Wanyue Zhang
Ziqian Ren
Kaiwen Yang
Xinle Li
Jialei Liu
Fengming Yan
Wenqiang Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1609222

2,621 views

873 articles

articles

Enhancing anomaly detection in plant disease recognition with knowledge ensemble

Early detection of fungal infection of Arabidopsis and brassica by Raman spectroscopy

Full-time sequence assessment of okra seedling vigor under salt stress based on leaf area and leaf growth rate estimation using the YOLOv11-HSECal instance segmentation model

Monitoring of vegetation chlorophyll content in photovoltaic areas using UAV-mounted multispectral imaging

Intelligent deep learning architecture for precision vegetable disease detection advancing agricultural new quality productive forces

MAVM-UNet: multiscale aggregated vision MambaU-Net for field rice pest detection

GhostConv+CA-YOLOv8n: a lightweight network for rice pest detection based on the aggregation of low-level features in real-world complex backgrounds

Forest canopy closure estimation in mountainous southwest China using multi-source remote sensing data

LCAMNet: a lightweight model for apple leaf disease classification in natural environments

UAV-based multitier feature selection improves nitrogen content estimation in arid-region cotton

Reconstructed hyperspectral imaging for in-situ nutrient prediction in pine needles

LiSA-MobileNetV2: an extremely lightweight deep learning model with Swish activation and attention mechanism for accurate rice disease classification

Landscape structure, climate variability, and soil quality shape crop biomass patterns in agricultural ecosystems of Bavaria

Enhancing leaf disease classification using GAT-GCN hybrid model

BiSeNeXt: a yam leaf and disease segmentation method based on an improved BiSeNetV2 in complex scenes

Design and testing of a RealSense-based variable spraying control system for field kale

key-fg DETR based camouflaged locust objects in complex fields

ALPD-Net: a wild licorice detection network based on UAV imagery

Detection of microplastics stress on rice seedling by visible/near-infrared hyperspectral imaging and synchrotron radiation Fourier transform infrared microspectroscopy

Dynamic gating-enhanced deep learning model with multi-source remote sensing synergy for optimizing wheat yield estimation

Nitrogen content estimation of apple trees based on simulated satellite remote sensing data

Correction: Deep learning-based text generation for plant phenotyping and precision agriculture

FGA-Corn: an integrated system for precision pesticide application in center leaf areas using deep learning vision

High-throughput end-to-end aphid honeydew excretion behavior recognition method based on rapid adaptive motion-feature fusion