Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 17 Jun 2022

Prediction of Liquid Magnetization Series Data in Agriculture Based on Enhanced CGAN

in Sustainable and Intelligent Phytoprotection

Jing Nie
Nianyi Wang
Jingbin Li
Yi Wang
Kang Wang

Frontiers in Plant Science

doi 10.3389/fpls.2022.929140

2,478 views
11 citations

Original Research

Published on 16 Jun 2022

Population Structure and Spatial Distribution Pattern of Populus euphratica Riparian Forest Under Environmental Heterogeneity Along the Tarim River, Northwest China

in Sustainable and Intelligent Phytoprotection

Asadilla Yusup
Ümüt Halik
Abdulla Abliz
Tayierjiang Aishan
Maierdang Keyimu
Jianxin Wei

Frontiers in Plant Science

doi 10.3389/fpls.2022.844819

6,349 views
25 citations

Original Research

Published on 15 Jun 2022

Cotton Yield Estimation Based on Vegetation Indices and Texture Features Derived From RGB Image

in Sustainable and Intelligent Phytoprotection

Yiru Ma
Lulu Ma
Qiang Zhang
Changping Huang
Xiang Yi
Xiangyu Chen
Tongyu Hou
Xin Lv
Ze Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2022.925986

7,598 views
42 citations

Original Research

Published on 15 Jun 2022

Research on Field Soybean Weed Identification Based on an Improved UNet Model Combined With a Channel Attention Mechanism

in Sustainable and Intelligent Phytoprotection

Helong Yu
Zhibo Men
Chunguang Bi
Huanjun Liu

Frontiers in Plant Science

doi 10.3389/fpls.2022.890051

3,956 views
28 citations

Original Research

Published on 14 Jun 2022

Individual Tree Crown Segmentation and Crown Width Extraction From a Heightmap Derived From Aerial Laser Scanning Data Using a Deep Learning Framework

in Sustainable and Intelligent Phytoprotection

Chenxin Sun
Chengwei Huang
Huaiqing Zhang
Bangqian Chen
Feng An
Liwen Wang
Ting Yun

Frontiers in Plant Science

doi 10.3389/fpls.2022.914974

13,832 views
92 citations

Original Research

Published on 13 Jun 2022

Forestry Digital Twin With Machine Learning in Landsat 7 Data

in Sustainable and Intelligent Phytoprotection

Xuetao Jiang
Meiyu Jiang
YuChun Gou
Qian Li
Qingguo Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2022.916900

5,966 views
19 citations

Original Research

Published on 10 Jun 2022

Improving Estimation of Winter Wheat Nitrogen Status Using Random Forest by Integrating Multi-Source Data Across Different Agro-Ecological Zones

in Sustainable and Intelligent Phytoprotection

Yue Li
Yuxin Miao
Jing Zhang
Davide Cammarano
Songyang Li
Xiaojun Liu
Yongchao Tian
Yan Zhu
Weixing Cao
Qiang Cao

Frontiers in Plant Science

doi 10.3389/fpls.2022.890892

4,879 views
20 citations

Original Research

Published on 09 Jun 2022

Deep Learning Based Automatic Grape Downy Mildew Detection

in Sustainable and Intelligent Phytoprotection

Zhao Zhang
Yongliang Qiao
Yangyang Guo
Dongjian He

Frontiers in Plant Science

doi 10.3389/fpls.2022.872107

7,689 views
42 citations

Original Research

Published on 09 Jun 2022

Artificial Intelligence-Based Drone System for Multiclass Plant Disease Detection Using an Improved Efficient Convolutional Neural Network

in Sustainable and Intelligent Phytoprotection

Waleed Albattah
Ali Javed
Marriam Nawaz
Momina Masood
Saleh Albahli

Frontiers in Plant Science

doi 10.3389/fpls.2022.808380

18,330 views
71 citations

Methods

Published on 09 Jun 2022

An EMD-Based Adaptive Client Selection Algorithm for Federated Learning in Heterogeneous Data Scenarios

in Sustainable and Intelligent Phytoprotection

Aiguo Chen
Yang Fu
Zexin Sha
Guoming Lu

Frontiers in Plant Science

doi 10.3389/fpls.2022.908814

3,958 views
15 citations

Original Research

Published on 09 Jun 2022

Circle Fitting Based Image Segmentation and Multi-Scale Block Local Binary Pattern Based Distinction of Ring Rot and Anthracnose on Apple Fruits

in Sustainable and Intelligent Phytoprotection

Qin Feng
Shutong Wang
He Wang
Zhilin Qin
Haiguang Wang

Frontiers in Plant Science

doi 10.3389/fpls.2022.884891

3,077 views
4 citations

Original Research

Published on 09 Jun 2022

Fast Location and Recognition of Green Apple Based on RGB-D Image

in Sustainable and Intelligent Phytoprotection

Meili Sun
Liancheng Xu
Rong Luo
Yuqi Lu
Weikuan Jia

Frontiers in Plant Science

doi 10.3389/fpls.2022.864458

3,694 views
12 citations

Methods

Published on 09 Jun 2022

Quality Control System of Red Jujube by Hybrid Model: Development of an Efficient Framework

in Sustainable and Intelligent Phytoprotection

Rongzhi Jing
Ping Li

Frontiers in Plant Science

doi 10.3389/fpls.2022.888978

2,521 views
2 citations

Original Research

Published on 07 Jun 2022

Study on Pear Flowers Detection Performance of YOLO-PEFL Model Trained With Synthetic Target Images

in Sustainable and Intelligent Phytoprotection

Chenglin Wang
Yawei Wang
Suchwen Liu
Guichao Lin
Peng He
Zhaoguo Zhang
Yi Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2022.911473

5,437 views
26 citations

Original Research

Published on 06 Jun 2022

Anomaly Detection for Internet of Things Time Series Data Using Generative Adversarial Networks With Attention Mechanism in Smart Agriculture

in Sustainable and Intelligent Phytoprotection

Weijun Cheng
Tengfei Ma
Xiaoting Wang
Gang Wang

Frontiers in Plant Science

doi 10.3389/fpls.2022.890563

8,318 views
41 citations

Original Research

Published on 03 Jun 2022

Optical Identification of Fruitfly Species Based on Their Wingbeats Using Convolutional Neural Networks

in Sustainable and Intelligent Phytoprotection

Ioannis Kalfas
Bart De Ketelaere
Tim Beliën
Wouter Saeys

Frontiers in Plant Science

doi 10.3389/fpls.2022.812506

3,629 views
12 citations

Original Research

Published on 02 Jun 2022

Global Context-Aware-Based Deformable Residual Network Module for Precise Pest Recognition and Detection

in Sustainable and Intelligent Phytoprotection

Lin Jiao
Gaoqiang Li
Peng Chen
Rujing Wang
Jianming Du
Haiyun Liu
Shifeng Dong

Frontiers in Plant Science

doi 10.3389/fpls.2022.895944

2,791 views
22 citations

Original Research

Published on 31 May 2022

Prediction of Plant Resistance Proteins Based on Pairwise Energy Content and Stacking Framework

in Sustainable and Intelligent Phytoprotection

Yifan Chen
Zejun Li
Zhiyong Li

Frontiers in Plant Science

doi 10.3389/fpls.2022.912599

2,430 views
5 citations

Original Research

Published on 30 May 2022

Automatic Detection and Counting of Wheat Spikelet Using Semi-Automatic Labeling and Deep Learning

in Sustainable and Intelligent Phytoprotection

Ruicheng Qiu
Yong He
Man Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2022.872555

7,105 views
21 citations

Original Research

Published on 27 May 2022

Estimation of Rice Aboveground Biomass by Combining Canopy Spectral Reflectance and Unmanned Aerial Vehicle-Based Red Green Blue Imagery Data

in Sustainable and Intelligent Phytoprotection

Zhonglin Wang
Yangming Ma
Ping Chen
Yonggang Yang
Hao Fu
Feng Yang
Muhammad Ali Raza
Changchun Guo
Chuanhai Shu
Yongjian Sun

Frontiers in Plant Science

doi 10.3389/fpls.2022.903643

7,680 views
44 citations

Methods

Published on 25 May 2022

Deep Learning-Based Segmentation of Peach Diseases Using Convolutional Neural Network

in Sustainable and Intelligent Phytoprotection

Na Yao
Fuchuan Ni
Minghao Wu
Haiyan Wang
Guoliang Li
Wing-Kin Sung

Frontiers in Plant Science

doi 10.3389/fpls.2022.876357

5,524 views
29 citations

Original Research

Published on 25 May 2022

A Caps-Ubi Model for Protein Ubiquitination Site Prediction

in Sustainable and Intelligent Phytoprotection

Yin Luo
Jiulei Jiang
Jiajie Zhu
Qiyi Huang
Weimin Li
Ying Wang
Yamin Gao

Frontiers in Plant Science

doi 10.3389/fpls.2022.884903

5,730 views
12 citations

Original Research

Published on 24 May 2022

Lightweight-Convolutional Neural Network for Apple Leaf Disease Identification

in Sustainable and Intelligent Phytoprotection

Lili Fu
Shijun Li
Yu Sun
Ye Mu
Tianli Hu
He Gong

Frontiers in Plant Science

doi 10.3389/fpls.2022.831219

5,096 views
32 citations

Original Research

Published on 24 May 2022

An Algorithm for Precipitation Correction in Flood Season Based on Dendritic Neural Network

in Sustainable and Intelligent Phytoprotection

Tao Li
Chenwei Qiao
Lina Wang
Jie Chen
Yongjun Ren

Frontiers in Plant Science

doi 10.3389/fpls.2022.862558

2,876 views
5 citations

873 articles

articles

Prediction of Liquid Magnetization Series Data in Agriculture Based on Enhanced CGAN

Population Structure and Spatial Distribution Pattern of Populus euphratica Riparian Forest Under Environmental Heterogeneity Along the Tarim River, Northwest China

Cotton Yield Estimation Based on Vegetation Indices and Texture Features Derived From RGB Image

Research on Field Soybean Weed Identification Based on an Improved UNet Model Combined With a Channel Attention Mechanism

Individual Tree Crown Segmentation and Crown Width Extraction From a Heightmap Derived From Aerial Laser Scanning Data Using a Deep Learning Framework

Forestry Digital Twin With Machine Learning in Landsat 7 Data

Improving Estimation of Winter Wheat Nitrogen Status Using Random Forest by Integrating Multi-Source Data Across Different Agro-Ecological Zones

Deep Learning Based Automatic Grape Downy Mildew Detection

Artificial Intelligence-Based Drone System for Multiclass Plant Disease Detection Using an Improved Efficient Convolutional Neural Network

An EMD-Based Adaptive Client Selection Algorithm for Federated Learning in Heterogeneous Data Scenarios

Circle Fitting Based Image Segmentation and Multi-Scale Block Local Binary Pattern Based Distinction of Ring Rot and Anthracnose on Apple Fruits

Fast Location and Recognition of Green Apple Based on RGB-D Image

Quality Control System of Red Jujube by Hybrid Model: Development of an Efficient Framework

Study on Pear Flowers Detection Performance of YOLO-PEFL Model Trained With Synthetic Target Images

Anomaly Detection for Internet of Things Time Series Data Using Generative Adversarial Networks With Attention Mechanism in Smart Agriculture

Optical Identification of Fruitfly Species Based on Their Wingbeats Using Convolutional Neural Networks

Global Context-Aware-Based Deformable Residual Network Module for Precise Pest Recognition and Detection

Prediction of Plant Resistance Proteins Based on Pairwise Energy Content and Stacking Framework

Automatic Detection and Counting of Wheat Spikelet Using Semi-Automatic Labeling and Deep Learning

Estimation of Rice Aboveground Biomass by Combining Canopy Spectral Reflectance and Unmanned Aerial Vehicle-Based Red Green Blue Imagery Data

Deep Learning-Based Segmentation of Peach Diseases Using Convolutional Neural Network

A Caps-Ubi Model for Protein Ubiquitination Site Prediction

Lightweight-Convolutional Neural Network for Apple Leaf Disease Identification

An Algorithm for Precipitation Correction in Flood Season Based on Dendritic Neural Network