Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 07 Jul 2025

YOLOv8-Scm: an improved model for citrus fruit sunburn identification and classification in complex natural scenes

in Sustainable and Intelligent Phytoprotection

Guoxun Cong
Xinghong Chen
Zongyu Bing
Wenhuan Liu
Xiangling Chen
Qun Wu
Zheng Guo
Yongqiang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1591989

2,366 views
1 citation

Original Research

Published on 04 Jul 2025

Leaf area estimation in small-seeded broccoli using a lightweight instance segmentation framework based on improved YOLOv11-AreaNet

in Sustainable and Intelligent Phytoprotection

Yaben Zhang
Yifan Li
Xiaowei Cao
Zikun Wang
Jiachi Chen
Yingyue Li
Zhibo Zhong
Ruxiao Bai
Peng Yang
Feng Pan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1622713

2,632 views
2 citations

Original Research

Published on 03 Jul 2025

Identification of leaves of wild Ussurian Pear (Pyrus ussuriensis) based on YOLOv10n-MCS

in Sustainable and Intelligent Phytoprotection

Niman Li
Xingguang Dong
Yongqing Wu
Luming Tian
Ying Zhang
Hongliang Huo
Dan Qi
Jiayu Xu
Chao Liu
Zhiyan Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1588626

1,714 views
1 citation

Original Research

Published on 03 Jul 2025

Design of a nutrient solution supply device for a vertical aeroponic cultivation system

in Sustainable and Intelligent Phytoprotection

Yihan He
Xinghua Zhang
Ting Wang
Xinyu Tan
Shuguang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1615927

2,886 views

Original Research

Published on 02 Jul 2025

Intelligent recognition of tobacco leaves states during curing with deep neural network

in Sustainable and Intelligent Phytoprotection

Qiang Xu
Yanling Zhang
Aiguo Wang
Guangqing Chen
Xianjie Cai
Shuoye Zhou
Junying Li
Baofeng Jin
Ding Yan
Jiajie Huang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1604382

2,395 views

Original Research

Published on 30 Jun 2025

Sustainable deep vision systems for date fruit quality assessment using attention-enhanced deep learning models

in Sustainable and Intelligent Phytoprotection

Esraa Hassan
Sarah Abu Ghazalah
Nora El-Rashidy
Tarek Abd El-Hafeez
Mahmoud Y. Shams

Frontiers in Plant Science

doi 10.3389/fpls.2025.1521508

3,800 views
18 citations

Original Research

Published on 24 Jun 2025

PHRF-RTDETR: a lightweight weed detection method for upland rice based on RT-DETR

in Sustainable and Intelligent Phytoprotection

Xianjin Jin
Jinheng Zhang
Fei Wang
Mengyan Zhao
Yunshuang Wang
Jianping Yang
Jinfeng Wu
Bing Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1556275

3,415 views

Original Research

Published on 19 Jun 2025

Swin Attention Augmented Residual Network: a fine-grained pest image recognition method

in Sustainable and Intelligent Phytoprotection

Xiang Wang
Zhiyong Xiao
Zhaohong Deng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1619551

1,774 views
4 citations

Original Research

Published on 19 Jun 2025

The effects of stand spatial structure on the aboveground biomass allocation in Chinese fir (Cunninghamia lanceolata) plantations

in Sustainable and Intelligent Phytoprotection

Xiang Huang
Yao Zhang
Jianwei Geng
Xiangyu Chen
Zhihui Yu
Shuhan Yu
Kunyong Yu
Fan Wang
Jian Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1599094

1,724 views

Original Research

Published on 19 Jun 2025

Few-shot object detection for pest insects via features aggregation and contrastive learning

in Sustainable and Intelligent Phytoprotection

Shuqian He
Biao Jin
Xuechao Sun
Wenjuan Jiang
Jiaxing Gu
Fenglin Gu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1522510

2,210 views
1 citation

Original Research

Published on 19 Jun 2025

Spatial and temporal characteristics of vegetation phenology in the middle and lower reaches of the Yangtze River and its response to climate

in Sustainable and Intelligent Phytoprotection

Zhang Shikang
Zhang Wei
Li Xiaotong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1589908

1,503 views
1 citation

Original Research

Published on 18 Jun 2025

Future climate change will drive expansion of suitable planting areas for Fructus Aurantii in Jiangxi Province, China

in Sustainable and Intelligent Phytoprotection

Lin Chen
Xi Guo
Hengyu Zou
Anfan Zhu
Xingyu Huang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1579546

1,602 views
2 citations

Original Research

Published on 16 Jun 2025

Identification of yellow vein clearing disease in lemons based on hyperspectral imaging and deep learning

in Sustainable and Intelligent Phytoprotection

Xunlan Li
Fangfang Peng
Zhaoxin Wei
Guohui Han

Frontiers in Plant Science

doi 10.3389/fpls.2025.1554514

2,084 views
3 citations

Original Research

Published on 09 Jun 2025

Developing a spatio-temporal model for banana bunchy top disease: leveraging remote sensing and survey data

in Sustainable and Intelligent Phytoprotection

Renata Retkute
Christopher A. Gilligan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1521620

3,617 views
5 citations

Original Research

Published on 09 Jun 2025

Deep learning-based time series prediction for precision field crop protection

in Sustainable and Intelligent Phytoprotection

Tao He
Meijin Li
Dong Jin

Frontiers in Plant Science

doi 10.3389/fpls.2025.1575796

4,306 views
1 citation

Original Research

Published on 06 Jun 2025

Quantifying assessment of American ginseng (Panax quinquefolius L.) main root bruising based on FEM

in Sustainable and Intelligent Phytoprotection

Pengcheng Jia
Guixuan Zhu
Junzhi Chen
Dong Wang
Han Tang
Jinwu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1575019

1,607 views

Original Research

Published on 05 Jun 2025

A method for detecting the rate of tobacco leaf loosening in tobacco leaf sorting scenarios

in Sustainable and Intelligent Phytoprotection

Yansong Wang
Chunjie Zhang
Mingjie Wu
Ruilin Luo
Lin Lu
Zaiqing Chen
Lijun Yun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1578317

1,590 views
2 citations

Original Research

Published on 04 Jun 2025

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.2025.1564394

3,955 views
6 citations

Original Research

Published on 03 Jun 2025

Research on fault prediction and speed control system for unmanned combine harvesters based on IPSO-SVM and fuzzy logic

in Sustainable and Intelligent Phytoprotection

Shaocen Zhang
Chongquan Zang
Zhang Yang
Lingyu Tang
Kun Wang
Anzhe Wang
Wenming Chen
Qi Song
Xinhua Wei

Frontiers in Plant Science

doi 10.3389/fpls.2025.1577175

1,647 views
2 citations

Original Research

Published on 02 Jun 2025

ST-YOLO: a deep learning based intelligent identification model for salt tolerance of wild rice seedlings

in Sustainable and Intelligent Phytoprotection

Qiong Yao
Pan Pan
Xiaoming Zheng
Guomin Zhou
Jianhua Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1595386

1,544 views
3 citations

Original Research

Published on 30 May 2025

Comprehensive plant health monitoring: expert-level assessment with spatio-temporal image data

in Sustainable and Intelligent Phytoprotection

Alvaro Fuentes
Syed Ali Asgher
Jiuqing Dong
Yongchae Jeong
Mun Haeng Lee
Taehyun Kim
Sook Yoon
Dong Sun Park

Frontiers in Plant Science

doi 10.3389/fpls.2025.1511651

4,570 views

Original Research

Published on 30 May 2025

Effect of operational parameters on spray performance and drift characteristics of a UAV-based agrochemical application in pigeon pea crop to control thrips

in Sustainable and Intelligent Phytoprotection

Gatkal N. R.
Nalawade S. M.
Shelke M. S.
Deshmukh M. S.
Bhanage G. B.
More N. M.
Ramesh K. Sahni
Marcel Mikeska

Frontiers in Plant Science

doi 10.3389/fpls.2025.1570272

3,154 views

Original Research

Published on 26 May 2025

Constructing segmentation method for wheat powdery mildew using deep learning

in Sustainable and Intelligent Phytoprotection

Hecang Zang
Congsheng Wang
Qing Zhao
Jie Zhang
Junmei Wang
Guoqing Zheng
Guoqiang Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1524283

2,160 views
1 citation

Original Research

Published on 26 May 2025

AITP-YOLO: improved tomato ripeness detection model based on multiple strategies

in Sustainable and Intelligent Phytoprotection

Wenyuan Huang
Yiran Liao
Peiling Wang
Ziao Chen
Ziqi Yang
Lijia Xu
Jiong Mu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1596739

2,573 views
4 citations

873 articles

articles

YOLOv8-Scm: an improved model for citrus fruit sunburn identification and classification in complex natural scenes

Leaf area estimation in small-seeded broccoli using a lightweight instance segmentation framework based on improved YOLOv11-AreaNet

Identification of leaves of wild Ussurian Pear (Pyrus ussuriensis) based on YOLOv10n-MCS

Design of a nutrient solution supply device for a vertical aeroponic cultivation system

Intelligent recognition of tobacco leaves states during curing with deep neural network

Sustainable deep vision systems for date fruit quality assessment using attention-enhanced deep learning models

PHRF-RTDETR: a lightweight weed detection method for upland rice based on RT-DETR

Swin Attention Augmented Residual Network: a fine-grained pest image recognition method

The effects of stand spatial structure on the aboveground biomass allocation in Chinese fir (Cunninghamia lanceolata) plantations

Few-shot object detection for pest insects via features aggregation and contrastive learning

Spatial and temporal characteristics of vegetation phenology in the middle and lower reaches of the Yangtze River and its response to climate

Future climate change will drive expansion of suitable planting areas for Fructus Aurantii in Jiangxi Province, China

Identification of yellow vein clearing disease in lemons based on hyperspectral imaging and deep learning

Developing a spatio-temporal model for banana bunchy top disease: leveraging remote sensing and survey data

Deep learning-based time series prediction for precision field crop protection

Quantifying assessment of American ginseng (Panax quinquefolius L.) main root bruising based on FEM

A method for detecting the rate of tobacco leaf loosening in tobacco leaf sorting scenarios

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

Research on fault prediction and speed control system for unmanned combine harvesters based on IPSO-SVM and fuzzy logic

ST-YOLO: a deep learning based intelligent identification model for salt tolerance of wild rice seedlings

Comprehensive plant health monitoring: expert-level assessment with spatio-temporal image data

Effect of operational parameters on spray performance and drift characteristics of a UAV-based agrochemical application in pigeon pea crop to control thrips

Constructing segmentation method for wheat powdery mildew using deep learning

AITP-YOLO: improved tomato ripeness detection model based on multiple strategies