Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Methods

Published on 13 Oct 2025

GCASSN: a graph convolutional attention synergistic segmentation network for 3D plant point cloud segmentation

in Sustainable and Intelligent Phytoprotection

Yibo Zou
Haoqiang Wang
Feng Zhang
Yan Ge
Wenjuan Wang
Ming Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1621934

1,003 views

Original Research

Published on 10 Oct 2025

A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model

in Sustainable and Intelligent Phytoprotection

Jiao Han
Zhenzhen Wu
Yandong Ding
Yantong Guo
Rui Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1634408

1,563 views

Original Research

Published on 09 Oct 2025

Sorghum yield prediction using UAV multispectral imaging and stacking ensemble learning in arid regions

in Sustainable and Intelligent Phytoprotection

Linqiang Deng
Yaoyu Li
Xifeng Liu
Zhimin Zhang
Juanjuan Mu
Shujie Jia
Yuqiao Yan
Wuping Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636015

1,312 views
1 citation

Original Research

Published on 09 Oct 2025

Cotton pest and disease diagnosis via YOLOv11-based deep learning and knowledge graphs: a real-time voice-enabled edge solution

in Sustainable and Intelligent Phytoprotection

Meiqi Zhong
Linjing Wei
Henghui Mo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1671755

2,130 views

Original Research

Published on 09 Oct 2025

A counting method of whiteflies on crop leave images captured by AR glasses based on segmentation and improved YOLOv11 models

in Sustainable and Intelligent Phytoprotection

Shilong Zhao
Jun Lyu
Shuhua Liu
Zelin Feng
Heping Ling
Jiabao Jiao
Zhaoxin Ni
Baojun Yang
Qing Yao
Ju Luo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687282

1,327 views

Editorial

Published on 07 Oct 2025

Editorial: Advanced methods, equipment and platforms in precision field crops protection, volume II

in Sustainable and Intelligent Phytoprotection

Zhaoyuan Zhang
Ning Yang
Peter Yuen
Jingcheng Zhang
Jun Ni

Frontiers in Plant Science

doi 10.3389/fpls.2025.1704271

1,439 views

Original Research

Published on 07 Oct 2025

Smart intercropping system to detect leaf disease using hyperspectral imaging and hybrid deep learning for precision agriculture

in Sustainable and Intelligent Phytoprotection

S. B. Goyal
Varun Malik
Anand Singh Rajawat
Mudassir Khan
Amna Ikram
Bayan Alabdullah
Abrar Almjally

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662251

1,810 views

Original Research

Published on 07 Oct 2025

DUNet: a novel dehazing model based on outdoor images

in Sustainable and Intelligent Phytoprotection

Wei Zhao
Qiusheng Zhang
Mingliang Li
Guanshi Ye
Zichen Liu
Mingyang Qi
Helong Yu
You Tang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1632052

1,107 views

Original Research

Published on 03 Oct 2025

A precision grading method for walnut leaf brown spot disease integrating hierarchical feature selection and dynamic multi-scale convolution

in Sustainable and Intelligent Phytoprotection

Yuting Wei
Debin Zeng
Liangfang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1641677

1,532 views

Original Research

Published on 03 Oct 2025

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

in Sustainable and Intelligent Phytoprotection

Leilei Deng
Di Fang
Aziz Ullah
Qi Hou
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640405

1,522 views

Original Research

Published on 02 Oct 2025

ADQ-YOLOv8m: a precise detection model of sugarcane disease in complex environment

in Sustainable and Intelligent Phytoprotection

Zhaowen Li
Jihong Sun
Ying Yang
Jiangquan Chen
Qian Yu
Zheng Zhou
Yan Yang
Tao Yin
Haokai Zhang
Ye Qian

Frontiers in Plant Science

doi 10.3389/fpls.2025.1669825

1,556 views

Original Research

Published on 02 Oct 2025

Modeling diameter at breast height of Chinese fir (Cunninghamia lanceolata) using UAV LiDAR data in Southern China

in Sustainable and Intelligent Phytoprotection

Ziyang Liu
Dongbo Xie
Zheyuan Wu
Linyan Feng
Xingyong Liao
Yongjun Wang
Wendong Zhu
Ram P. Sharma
Liyong Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1546055

1,649 views

Original Research

Published on 02 Oct 2025

Toward non-invasive early pest surveillance: cross-modal adaptation using PLMS acoustic-visual representation and pre-trained transfer learning

in Sustainable and Intelligent Phytoprotection

Yaqin Wu
Lijun Cheng
Wangli Hao
Jianjun Niu
Yuze Li
Yan Chang
Jia Lv
Xuru Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1610163

2,031 views

Original Research

Published on 01 Oct 2025

SegFormer-based nectar source segmentation in remote sensing imagery

in Sustainable and Intelligent Phytoprotection

Mengting Dong
Hao Cao
Tian Zhao
Xu Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666619

1,589 views

Original Research

Published on 30 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
Yafei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1655564

1,616 views

Original Research

Published on 29 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

1,425 views

Original Research

Published on 29 Sep 2025

Spatiotemporal pattern analysis of juglans leaf necrosis disease occurrence and development in southern Xinjiang, China, based on UAV

in Sustainable and Intelligent Phytoprotection

Heyu Zhang
Lei Guan
Zhaokun Geng
Xinglei Ma
Qiang Zhang
Baoqing Wang
Cuifang Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1633206

1,560 views

Original Research

Published on 26 Sep 2025

Developing compatibility biomass model based on UAV LiDAR data of Chinese fir (Cunninghamia lanceolata) in Southern China

in Sustainable and Intelligent Phytoprotection

Zheyuan Wu
Dongbo Xie
Ziyang Liu
Qiao Chen
Qiaolin Ye
Jinsheng Ye
Qiulai Wang
Xingyong Liao
Yongjun Wang
Ram P. Sharma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1520666

1,865 views

Original Research

Published on 25 Sep 2025

Harnessing artificial intelligence for sustainable rice leaf disease classification

in Sustainable and Intelligent Phytoprotection

Muhammad Ehsan Rana
Vazeerudeen Abdul Hameed
Ian Kiew Yi Eng
Hrudaya Kumar Tripathy
Saurav Mallik

Frontiers in Plant Science

doi 10.3389/fpls.2025.1594329

2,387 views

Original Research

Published on 24 Sep 2025

YOLOv8-FDA: lightweight wheat ear detection and counting in drone images based on improved YOLOv8

in Sustainable and Intelligent Phytoprotection

Yuxuan Lin
Xiao Xiao
Haifeng Lin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1682243

1,867 views
1 citation

Original Research

Accepted on 23 Sep 2025

Optimizing polymorphic tomato picking detection: improved YOLOv8n architecture to tackle data under complex environments

in Sustainable and Intelligent Phytoprotection

Qiang Li
Jie Mao
Pengxin Zhao
Qing Lv
Chao Fu

Frontiers in Plant Science

480 views

Original Research

Published on 23 Sep 2025

Sorghum crops classification and segmentation using shifted window transformer neural network and localization based on (YOLO)v9-path aggregation network

in Sustainable and Intelligent Phytoprotection

Javaria Amin
Rida Zahra
Alena Maryum
Amber Sarwar
Amad Zafar
Seong-Han Kim

Frontiers in Plant Science

doi 10.3389/fpls.2025.1586865

1,698 views

Original Research

Published on 23 Sep 2025

Temporal dynamics of sapota pest damage and Phytophthora disease: insights from time series and machine learning models

in Sustainable and Intelligent Phytoprotection

Meenakshi Malik
Niranjan Singh
Amoghavarsha Chittaragi
Raghavendra D
Balanagouda Patil
Bachu Lakshmi Manisha

Frontiers in Plant Science

doi 10.3389/fpls.2025.1659709

1,676 views

Original Research

Published on 22 Sep 2025

An improved YOLOv8-seg-based method for key part segmentation of tobacco plants

in Sustainable and Intelligent Phytoprotection

Yihao Liu
Du Chen
Yawei Zhang
Xin Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1673202

2,235 views
1 citation

873 articles

articles

GCASSN: a graph convolutional attention synergistic segmentation network for 3D plant point cloud segmentation

A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model

Sorghum yield prediction using UAV multispectral imaging and stacking ensemble learning in arid regions

Cotton pest and disease diagnosis via YOLOv11-based deep learning and knowledge graphs: a real-time voice-enabled edge solution

A counting method of whiteflies on crop leave images captured by AR glasses based on segmentation and improved YOLOv11 models

Editorial: Advanced methods, equipment and platforms in precision field crops protection, volume II

Smart intercropping system to detect leaf disease using hyperspectral imaging and hybrid deep learning for precision agriculture

DUNet: a novel dehazing model based on outdoor images

A precision grading method for walnut leaf brown spot disease integrating hierarchical feature selection and dynamic multi-scale convolution

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

ADQ-YOLOv8m: a precise detection model of sugarcane disease in complex environment

Modeling diameter at breast height of Chinese fir (Cunninghamia lanceolata) using UAV LiDAR data in Southern China

Toward non-invasive early pest surveillance: cross-modal adaptation using PLMS acoustic-visual representation and pre-trained transfer learning

SegFormer-based nectar source segmentation in remote sensing imagery

A lightweight deep convolutional neural network development for soybean leaf disease recognition

Soft prompt-tuning for plant pest and disease classification from colloquial descriptions

Spatiotemporal pattern analysis of juglans leaf necrosis disease occurrence and development in southern Xinjiang, China, based on UAV

Developing compatibility biomass model based on UAV LiDAR data of Chinese fir (Cunninghamia lanceolata) in Southern China

Harnessing artificial intelligence for sustainable rice leaf disease classification

YOLOv8-FDA: lightweight wheat ear detection and counting in drone images based on improved YOLOv8

Optimizing polymorphic tomato picking detection: improved YOLOv8n architecture to tackle data under complex environments

Sorghum crops classification and segmentation using shifted window transformer neural network and localization based on (YOLO)v9-path aggregation network

Temporal dynamics of sapota pest damage and Phytophthora disease: insights from time series and machine learning models

An improved YOLOv8-seg-based method for key part segmentation of tobacco plants