Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Perspective

Published on 22 Sep 2023

Embracing limited and imperfect training datasets: opportunities and challenges in plant disease recognition using deep learning

in Sustainable and Intelligent Phytoprotection

Mingle Xu
Hyongsuk Kim
Jucheng Yang
Alvaro Fuentes
Yao Meng
Sook Yoon
Taehyun Kim
Dong Sun Park

Frontiers in Plant Science

doi 10.3389/fpls.2023.1225409

3,918 views
17 citations

Original Research

Published on 21 Sep 2023

Estimating potassium in potato plants based on multispectral images acquired from unmanned aerial vehicles

in Sustainable and Intelligent Phytoprotection

YanPeng Ma
ZhiChao Chen
YiGuang Fan
MingBo Bian
GuiJun Yang
RiQiang Chen
HaiKuan Feng

Frontiers in Plant Science

doi 10.3389/fpls.2023.1265132

2,418 views
7 citations

Original Research

Published on 19 Sep 2023

Estimating yield-contributing physiological parameters of cotton using UAV-based imagery

in Sustainable and Intelligent Phytoprotection

Amrit Pokhrel
Simerjeet Virk
John L. Snider
George Vellidis
Lavesta C. Hand
Henry Y. Sintim
Ved Parkash
Devendra P. Chalise
Joshua M. Lee
Coleman Byers

Frontiers in Plant Science

doi 10.3389/fpls.2023.1248152

3,820 views
6 citations

Original Research

Published on 19 Sep 2023

Explainable deep learning model for automatic mulberry leaf disease classification

in Sustainable and Intelligent Phytoprotection

Md. Nahiduzzaman
Muhammad E. H. Chowdhury
Abdus Salam
Emama Nahid
Faruque Ahmed
Nasser Al-Emadi
Mohamed Arselene Ayari
Amith Khandakar
Julfikar Haider

Frontiers in Plant Science

doi 10.3389/fpls.2023.1175515

5,745 views
26 citations

Original Research

Published on 18 Sep 2023

Using crop intercepted solar radiation and vegetation index to estimate dry matter yield of Choy Sum

in Sustainable and Intelligent Phytoprotection

Yiyin He
Zhao Wang
Sashuang Sun
Lijun Zhu
Yu Li
Xiaoxiao Wang
Jiang Shi
Si Chen
Dunchang Qi
Junxiang Peng

Frontiers in Plant Science

doi 10.3389/fpls.2023.1208404

2,287 views

Original Research

Published on 18 Sep 2023

Remote sensing continuity: a comparison of HTP platforms and potential challenges with field applications

in Sustainable and Intelligent Phytoprotection

Andrew W. Herr
Arron H. Carter

Frontiers in Plant Science

doi 10.3389/fpls.2023.1233892

1,642 views
3 citations

Original Research

Published on 13 Sep 2023

Construction and verification of machine vision algorithm model based on apple leaf disease images

in Sustainable and Intelligent Phytoprotection

Gao Ang
Ren Han
Song Yuepeng
Ren Longlong
Zhang Yue
Han Xiang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1246065

1,521 views
3 citations

Original Research

Published on 13 Sep 2023

MixSeg: a lightweight and accurate mix structure network for semantic segmentation of apple leaf disease in complex environments

in Sustainable and Intelligent Phytoprotection

Bibo Lu
Jiangwen Lu
Xinchao Xu
Yuxin Jin

Frontiers in Plant Science

doi 10.3389/fpls.2023.1233241

2,003 views
6 citations

Data Report

Published on 12 Sep 2023

OLID I: an open leaf image dataset for plant stress recognition

in Sustainable and Intelligent Phytoprotection

Nabil Anan Orka
M. Nazim Uddin
Fardeen Md. Toushique
M. Shahadath Hossain

Frontiers in Plant Science

doi 10.3389/fpls.2023.1251888

4,838 views
2 citations

Original Research

Published on 11 Sep 2023

Effect of adjuvants on physicochemical properties of lime sulfur on flower/paraffin and application on flower thinning

in Sustainable and Intelligent Phytoprotection

Yuanyuan Li
Yang Liu
Changjie Wu
Rui Zhao
Minghua Li
Jing Cai
Li Ma
Xiongkui He
Xuemin Wu
Zhang Zhenhua

Frontiers in Plant Science

doi 10.3389/fpls.2023.1257672

1,985 views
3 citations

Original Research

Published on 11 Sep 2023

Spray losses study of two pesticides by UASS in integrated rice–crayfish farming system and acute toxicity evaluation on Procambarus clarkii

in Sustainable and Intelligent Phytoprotection

Yang Liu
Guangyu Wang
Yuanyuan Li
Zhenhua Zhang
Sen Pang
Xiongkui He
Jianli Song

Frontiers in Plant Science

doi 10.3389/fpls.2023.1212818

1,356 views
2 citations

Editorial

Published on 08 Sep 2023

Editorial: Agricultural sensors and systems for field detection

in Sustainable and Intelligent Phytoprotection

Jun Steed Huang
Ning Yang
Jianfeng Ping

Frontiers in Plant Science

doi 10.3389/fpls.2023.1266610

1,206 views

Original Research

Published on 08 Sep 2023

Research on decoupled air speed and air volume adjustment methods for air-assisted spraying in orchards

in Sustainable and Intelligent Phytoprotection

Hanjie Dou
Changyuan Zhai
Yanlong Zhang
Liping Chen
Chenchen Gu
Shuo Yang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1250773

1,283 views
2 citations

Methods

Published on 05 Sep 2023

A lightweight method for maize seed defects identification based on Convolutional Block Attention Module

in Sustainable and Intelligent Phytoprotection

Chao Li
Zhenyu Chen
Weipeng Jing
Xiaoqiang Wu
Yonghui Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2023.1153226

2,444 views
3 citations

Original Research

Published on 29 Aug 2023

Oolong tea cultivars categorization and germination period classification based on multispectral information

in Sustainable and Intelligent Phytoprotection

Qiong Cao
Chunjiang Zhao
Bingnan Bai
Jie Cai
Longyue Chen
Fan Wang
Bo Xu
Dandan Duan
Ping Jiang
Xiangyu Meng

Frontiers in Plant Science

doi 10.3389/fpls.2023.1251418

2,241 views
8 citations

Data Report

Published on 29 Aug 2023

LFSD: a VSLAM dataset with plant detection and tracking in lettuce farm

in Sustainable and Intelligent Phytoprotection

Shuo Wang
Daobilige Su
Maofeng Li
Yiyu Jiang
Lina Zhang
Hao Yan
Nan Hu
Yu Tan

Frontiers in Plant Science

doi 10.3389/fpls.2023.1175743

2,725 views