Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Methods

Published on 01 Sep 2025

MFDN: an efficient detection method for Alstroemeria Genus flowers based on multi-scale feature fusion

in Sustainable and Intelligent Phytoprotection

Haijie Feng
Hongyuan Li
Xuebin Zhu
Zhaoyi Pei

Frontiers in Plant Science

doi 10.3389/fpls.2025.1628348

1,349 views

Original Research

Published on 29 Aug 2025

Automated seed counting using image processing and deep learning

in Sustainable and Intelligent Phytoprotection

Qiuyu Zu
Teng Liu
Wenpeng Zhu
Yan Pan
Jinxu Wang
Xinru Song
Jialin Yu
Shu Dang
Xiaoming Yu
Zhenyu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1659781

3,681 views

Original Research

Published on 29 Aug 2025

A novel transformer using dynamic range-enhanced discrete cosine transform for detecting bean leaf diseases

in Sustainable and Intelligent Phytoprotection

Ibrahim Furkan Ince
Harisu Abdullahi Shehu
Shaira Osmani
Faruk Bulut

Frontiers in Plant Science

doi 10.3389/fpls.2025.1624373

2,006 views

Original Research

Published on 28 Aug 2025

Tomato seedling stem and leaf segmentation method based on an improved ResNet architecture

in Sustainable and Intelligent Phytoprotection

Lina Zhang
Xinying Li
Zhiyin Yang
Bo Yang
Shengpeng Yu
Shuai Zhao
Ziyi Huang
Xingrui Zhang
Han Yang
Yixing Lin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1571445

2,425 views

Original Research

Published on 28 Aug 2025

MOSSNet: multiscale and oriented sorghum spike detection and counting in UAV images

in Sustainable and Intelligent Phytoprotection

Jianqing Zhao
Zhiyin Jiao
Jinping Wang
Zhifang Wang
Yongchao Guo
Ying Zhou
Shiyi Chen
Wenjie Wu
Yannan Shi
Peng Lv

Frontiers in Plant Science

doi 10.3389/fpls.2025.1526142

1,786 views
1 citation

Original Research

Published on 28 Aug 2025

DSA-net: a lightweight and efficient deep learning-based model for pea leaf disease identification

in Sustainable and Intelligent Phytoprotection

Laixiang Xu
Yiru Duan
Zhaopeng Cai
Wenwen Huang
Fengyan Zhai
Junmin Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1642453

1,849 views

Original Research

Published on 26 Aug 2025

An intelligent identification for pest and disease detection in wheat leaf based on environmental data using multimodal data fusion

in Sustainable and Intelligent Phytoprotection

SHENG-HE XU
Sai Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1608515

3,788 views
3 citations

Original Research

Published on 25 Aug 2025

Quantifying the impacts of diverse vegetation-covered patterns on hillslope soil erosion: a case experiment of alfalfa-covered hillslopes

in Sustainable and Intelligent Phytoprotection

Chong Yao
Qingwei Zhang
Kebing Chen
Shige Zhang
Ming Zhu
Zhijia Gu
Wei Yan
Faqi Wu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1629542

1,754 views

Original Research

Published on 22 Aug 2025

Lightweight rice leaf spot segmentation model based on improved DeepLabv3+

in Sustainable and Intelligent Phytoprotection

Jianian Li
Long Gao
Xiaocheng Wang
Jiaoli Fang
Zeyang Su
Yuecong Li
Shaomin Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1635302

1,878 views
1 citation

Original Research

Published on 22 Aug 2025

Multi-stage bidirectional informed-RRT * plant protection UAV path planning method based on A * algorithm domain guidance

in Sustainable and Intelligent Phytoprotection

Jian Li
Yuan Gao
Zheng Li
Weijian Zhang
Weilin Yu
Yating Hu
He Liu
Changtian Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1650007

2,065 views

Original Research

Published on 22 Aug 2025

A sorghum seed variety identification method based on image–hyperspectral fusion and an improved deep residual convolutional network

in Sustainable and Intelligent Phytoprotection

Xu Yang
Yihan Chen
Shaozhong Song
Zhimin Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1632698

2,126 views
1 citation

Original Research

Published on 21 Aug 2025

Fast real-time detection and counting of thrips in greenhouses with multi-level feature attention and fusion

in Sustainable and Intelligent Phytoprotection

Zhangzhang He
Xinyue Chen
Ying Gao
Yu Zhang
Yuheng Guo
Tong Zhai
Xiaochen Wei
Huan Li
Haipeng Zhu
Yongkun Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1663813

1,827 views

Original Research

Published on 20 Aug 2025

Using preprocessed datasets to construct and interpret multiclass identification models

in Sustainable and Intelligent Phytoprotection

Cong Wang
Yufeng Fu
Ran Wan
Le Zhao
Hongbo Wang
Junwei Guo
Qiang Liu
Shan Li
Shengtao Ma
Zhicai Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1597673

1,638 views

Original Research

Published on 20 Aug 2025

YOLOv11-GSF: an optimized deep learning model for strawberry ripeness detection in agriculture

in Sustainable and Intelligent Phytoprotection

Haoran Ma
Qian Zhao
Runqing Zhang
Chunxu Hao
Wenhui Dong
Xiaoying Zhang
Fuzhong Li
Xiaoqin Xue
Gongqing Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1584669

3,515 views
5 citations

Original Research

Published on 20 Aug 2025

YOLO-Pika: a lightweight improved model of YOLOv8n incorporating Fusion_Block and multi-scale fusion FPN and its application in the precise detection of plateau pikas

in Sustainable and Intelligent Phytoprotection

Yihao Liu
Jianyun Zhao
Changjun Xu
Yuedi Hou
Yuxiang Jiang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1607492

1,711 views
1 citation

Original Research

Published on 20 Aug 2025

Light adaptive image enhancement for improving visual analysis in intercropping cultivation

in Sustainable and Intelligent Phytoprotection

Wei Zhong
Wanting Yang
Yunfei Wang
Xiang Dong
Xiaowen Wang
Weidong Jia
Mingxiong Ou
Mingde Yan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1639016

1,251 views

Review

Published on 19 Aug 2025

A review of visual perception technology for intelligent fruit harvesting robots

in Sustainable and Intelligent Phytoprotection

Yikun Huang
Shuyan Xu
Hao Chen
Gang Li
Heng Dong
Jie Yu
Xi Zhang
Riqing Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1646871

6,394 views
5 citations

Original Research

Published on 18 Aug 2025

Research on time series prediction model for multi-factor environmental parameters in facilities based on LSTM-AT-DP model

in Sustainable and Intelligent Phytoprotection

Longwei Liang
Hui Shi
Zhaoyuan Wang
Shengjie Wang
Changhong Li
Ming Diao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1652478

2,137 views
3 citations

Original Research

Published on 18 Aug 2025

Molecular detection tool for prompt, reliable and precise diagnosis of the rice weevil, Sitophilus oryzae (Linnaeus) infestation in wheat

in Sustainable and Intelligent Phytoprotection

Kanika Nagpal
Poonam Jasrotia
Maha Singh Jaglan
Prem Lal Kashyap
Sunny Maanju
Sudheer Kumar

Frontiers in Plant Science

doi 10.3389/fpls.2025.1628692

1,659 views
1 citation

Methods

Published on 18 Aug 2025

SSD-YOLO: a lightweight network for rice leaf disease detection

in Sustainable and Intelligent Phytoprotection

Canlin Pan
Shen Wang
Yahui Wang
Chaoyang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1643096

2,578 views
5 citations

Original Research

Published on 18 Aug 2025

Species diversity estimation in a typical tropical forest: which phenological stage and spatial resolution are suitable?

in Sustainable and Intelligent Phytoprotection

Ping Zhao
Yuan Zeng
Zhaoju Zheng
Cong Xu
Jinchen Wu
Xuan Mu
Zhaofu Zhou
Junhua Chen
Tao Zhang
Dan Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1582910

2,401 views

Original Research

Published on 15 Aug 2025

Sustainable phytoprotection: a smart monitoring and recommendation framework using Puma Optimization for potato pathogen detection

in Sustainable and Intelligent Phytoprotection

Amal H. Alharbi
Faris H. Rizk
Khaled Sh. Gaber
Marwa M. Eid
El-Sayed M. El-kenawy
Pushan Kumar Dutta
Doaa Sami Khafaga

Frontiers in Plant Science

doi 10.3389/fpls.2025.1615038

1,959 views
1 citation

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

2,554 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

2,232 views

943 articles

articles

MFDN: an efficient detection method for Alstroemeria Genus flowers based on multi-scale feature fusion

Automated seed counting using image processing and deep learning

A novel transformer using dynamic range-enhanced discrete cosine transform for detecting bean leaf diseases

Tomato seedling stem and leaf segmentation method based on an improved ResNet architecture

MOSSNet: multiscale and oriented sorghum spike detection and counting in UAV images

DSA-net: a lightweight and efficient deep learning-based model for pea leaf disease identification

An intelligent identification for pest and disease detection in wheat leaf based on environmental data using multimodal data fusion

Quantifying the impacts of diverse vegetation-covered patterns on hillslope soil erosion: a case experiment of alfalfa-covered hillslopes

Lightweight rice leaf spot segmentation model based on improved DeepLabv3+

Multi-stage bidirectional informed-RRT * plant protection UAV path planning method based on A * algorithm domain guidance

A sorghum seed variety identification method based on image–hyperspectral fusion and an improved deep residual convolutional network

Fast real-time detection and counting of thrips in greenhouses with multi-level feature attention and fusion

Using preprocessed datasets to construct and interpret multiclass identification models

YOLOv11-GSF: an optimized deep learning model for strawberry ripeness detection in agriculture

YOLO-Pika: a lightweight improved model of YOLOv8n incorporating Fusion_Block and multi-scale fusion FPN and its application in the precise detection of plateau pikas

Light adaptive image enhancement for improving visual analysis in intercropping cultivation

A review of visual perception technology for intelligent fruit harvesting robots

Research on time series prediction model for multi-factor environmental parameters in facilities based on LSTM-AT-DP model

Molecular detection tool for prompt, reliable and precise diagnosis of the rice weevil, Sitophilus oryzae (Linnaeus) infestation in wheat

SSD-YOLO: a lightweight network for rice leaf disease detection

Species diversity estimation in a typical tropical forest: which phenological stage and spatial resolution are suitable?

Sustainable phytoprotection: a smart monitoring and recommendation framework using Puma Optimization for potato pathogen detection

Enhancing anomaly detection in plant disease recognition with knowledge ensemble

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