Frontiers in Plant Science | Technical Advances in Plant Science

Original Research

Published on 19 Jun 2024

Quantification of species composition in grass-clover swards using RGB and multispectral UAV imagery and machine learning

in Technical Advances in Plant Science

Joanna Pranga
Irene Borra-Serrano
Paul Quataert
Tom De Swaef
Thijs Vanden Nest
Koen Willekens
Greet Ruysschaert
Ivan A. Janssens
Isabel Roldán-Ruiz
Peter Lootens

Frontiers in Plant Science

doi 10.3389/fpls.2024.1414181

1,400 views
1 citation

Original Research

Published on 17 Jun 2024

Winter wheat ear counting based on improved YOLOv7x and Kalman filter tracking algorithm with video streaming

in Technical Advances in Plant Science

Xingmei Xu
Lei Zhou
Helong Yu
Guangyao Sun
Shuaipeng Fei
Jinyu Zhu
Yuntao Ma

Frontiers in Plant Science

doi 10.3389/fpls.2024.1346182

1,402 views
3 citations

Original Research

Published on 13 Jun 2024

Semantic segmentation of microbial alterations based on SegFormer

in Technical Advances in Plant Science

Wael M. Elmessery
Danil V. Maklakov
Tamer M. El-Messery
Denis A. Baranenko
Joaquín Gutiérrez
Mahmoud Y. Shams
Tarek Abd El-Hafeez
Salah Elsayed
Sadeq K. Alhag
Farahat S. Moghanm

Frontiers in Plant Science

doi 10.3389/fpls.2024.1352935

2,376 views
18 citations

Original Research

Published on 07 Jun 2024

Research on fertilization decision method for rice tillering stage based on the coupling of UAV hyperspectral remote sensing and WOFOST

in Technical Advances in Plant Science

Shilong Li
Zhongyu Jin
Juchi Bai
Shuang Xiang
Chenyi Xu
Fenghua Yu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1405239

1,416 views
2 citations

Original Research

Published on 05 Jun 2024

Development of a machine vision-based weight prediction system of butterhead lettuce (Lactuca sativa L.) using deep learning models for industrial plant factory

in Technical Advances in Plant Science

Jung-Sun Gloria Kim
Seongje Moon
Junyoung Park
Taehyeong Kim
Soo Chung

Frontiers in Plant Science

doi 10.3389/fpls.2024.1365266

3,922 views
1 citation

Original Research

Published on 05 Jun 2024

The grading detection model for fingered citron slices (citrus medica ‘fingered’) based on YOLOv8-FCS

in Technical Advances in Plant Science

Lingtao Zhang
Pu Luo
Shaoyun Ding
Tingxuan Li
Kebei Qin
Jiong Mu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1411178

1,099 views
2 citations

Original Research

Published on 05 Jun 2024

A lightweight Yunnan Xiaomila detection and pose estimation based on improved YOLOv8

in Technical Advances in Plant Science

Fenghua Wang
Yuan Tang
Zaipeng Gong
Jin Jiang
Yu Chen
Qiang Xu
Peng Hu
Hailong Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1421381

2,479 views
4 citations

Original Research

Published on 05 Jun 2024

Calibrating ultrasonic sensor measurements of crop canopy heights: a case study of maize and wheat

in Technical Advances in Plant Science

Yudong Zheng
Xin Hui
Dongyu Cai
Muhammad Rizwan Shoukat
Yunling Wang
Zhongwei Wang
Feng Ma
Haijun Yan

Frontiers in Plant Science

doi 10.3389/fpls.2024.1354359

1,402 views

Brief Research Report

Published on 05 Jun 2024

Modulating ascorbic acid levels to optimize somatic embryogenesis in Picea abies (L.) H. Karst. Insights into oxidative stress and endogenous phytohormones regulation

in Technical Advances in Plant Science

Teresa Hazubska-Przybył
Agata Obarska
Agata Konecka
Joanna Kijowska-Oberc
Mikołaj Krzysztof Wawrzyniak
Alicja Piotrowska-Niczyporuk
Aleksandra Maria Staszak
Ewelina Ratajczak

Frontiers in Plant Science

doi 10.3389/fpls.2024.1372764

963 views

Original Research

Published on 03 Jun 2024

Small target tea bud detection based on improved YOLOv5 in complex background

in Technical Advances in Plant Science

Mengjie Wang
Yang Li
Hewei Meng
Zhiwei Chen
Zhiyong Gui
Yaping Li
Chunwang Dong

Frontiers in Plant Science

doi 10.3389/fpls.2024.1393138

1,200 views
2 citations

Original Research

Published on 31 May 2024

Visible/near-infrared hyperspectral imaging combined with machine learning for identification of ten Dalbergia species

in Technical Advances in Plant Science

Zhenan Chen
Xiaoming Xue
Haoqi Wu
Handong Gao
Guangyu Wang
Geyi Ni
Tianyi Cao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1413215

1,206 views

Original Research

Published on 24 May 2024

Hyperspectal imaging technology for phenotyping iron and boron deficiency in Brassica napus under greenhouse conditions

in Technical Advances in Plant Science

Hui Li
Long Wan
Chengsong Li
Lihong Wang
Shiping Zhu
Xinping Chen
Pei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1351301

1,103 views

Editorial

Published on 23 May 2024

Editorial: Deep learning approaches applied to spectral images for plant phenotyping

in Technical Advances in Plant Science

Gerrit Polder
Jose Blasco
Haiyan Cen

Frontiers in Plant Science

doi 10.3389/fpls.2024.1425310

789 views

Original Research

Published on 22 May 2024

Species identification of biological ingredients in herbal product, Gurigumu-7, based on DNA barcoding and shotgun metagenomics

in Technical Advances in Plant Science

Miaojie Wei
Yu Tian
Erhuan Zang
Battseren Tsambaa
Jinxin Liu
Linchun Shi
Almaz Borjigidai

Frontiers in Plant Science

doi 10.3389/fpls.2024.1358136

1,056 views

Original Research

Published on 17 May 2024

Improved tomato leaf disease classification through adaptive ensemble models with exponential moving average fusion and enhanced weighted gradient optimization

in Technical Advances in Plant Science

Pandiyaraju V.
A. M. Senthil Kumar
Joe I. R. Praveen
Shravan Venkatraman
S. Pavan Kumar
S. A. Aravintakshan
A. Abeshek
A. Kannan

Frontiers in Plant Science

doi 10.3389/fpls.2024.1382416

2,621 views
4 citations

Original Research

Published on 15 May 2024

Research on autonomous navigation system of greenhouse electric crawler tractor based on LiDAR

in Technical Advances in Plant Science

Huiping Guo
Yi Li
Hao Wang
Tingwei Wang
Linrui Rong
Haoyu Wang
Zihao Wang
Chensi Wang
Jiao Zhang
Yaobin Huo

Frontiers in Plant Science

doi 10.3389/fpls.2024.1377269

1,494 views

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Articles

Quantification of species composition in grass-clover swards using RGB and multispectral UAV imagery and machine learning

Winter wheat ear counting based on improved YOLOv7x and Kalman filter tracking algorithm with video streaming

Semantic segmentation of microbial alterations based on SegFormer

Research on fertilization decision method for rice tillering stage based on the coupling of UAV hyperspectral remote sensing and WOFOST

Development of a machine vision-based weight prediction system of butterhead lettuce (Lactuca sativa L.) using deep learning models for industrial plant factory

The grading detection model for fingered citron slices (citrus medica ‘fingered’) based on YOLOv8-FCS

A lightweight Yunnan Xiaomila detection and pose estimation based on improved YOLOv8

Calibrating ultrasonic sensor measurements of crop canopy heights: a case study of maize and wheat

Modulating ascorbic acid levels to optimize somatic embryogenesis in Picea abies (L.) H. Karst. Insights into oxidative stress and endogenous phytohormones regulation

Small target tea bud detection based on improved YOLOv5 in complex background

Visible/near-infrared hyperspectral imaging combined with machine learning for identification of ten Dalbergia species

Hyperspectal imaging technology for phenotyping iron and boron deficiency in Brassica napus under greenhouse conditions

Editorial: Deep learning approaches applied to spectral images for plant phenotyping

Species identification of biological ingredients in herbal product, Gurigumu-7, based on DNA barcoding and shotgun metagenomics

Improved tomato leaf disease classification through adaptive ensemble models with exponential moving average fusion and enhanced weighted gradient optimization

Research on autonomous navigation system of greenhouse electric crawler tractor based on LiDAR