Frontiers in Plant Science | Technical Advances in Plant Science

Original Research

Published on 16 Jan 2025

DFMA: an improved DeepLabv3+ based on FasterNet, multi-receptive field, and attention mechanism for high-throughput phenotyping of seedlings

in Technical Advances in Plant Science

Liangquan Jia
Tao Wang
Xiangge Li
Lu Gao
Qiangguo Yu
Xincheng Zhang
Shanlin Ma

Frontiers in Plant Science

doi 10.3389/fpls.2024.1457360

3,000 views
5 citations

Original Research

Published on 14 Jan 2025

Hyperspectral estimation of chlorophyll density in winter wheat using fractional-order derivative combined with machine learning

in Technical Advances in Plant Science

Chenbo Yang
Meichen Feng
Juan Bai
Hui Sun
Rutian Bi
Lifang Song
Chao Wang
Yu Zhao
Wude Yang
Lujie Xiao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1492059

1,750 views
4 citations

Original Research

Published on 10 Jan 2025

Developing affordable and efficient heating devices for enhanced live cell imaging in confocal microscopy

in Technical Advances in Plant Science

Abhishesh Bajracharya
Sampada Timilsina
Ruofan Cao
Qingrui Jiang
Berry A. Dickey
Anupa Wasti
Jing Xi
Magdalena Weingartner
Scott R. Baerson
Gregg W. Roman

Frontiers in Plant Science

doi 10.3389/fpls.2024.1499831

2,862 views
1 citation

Original Research

Published on 10 Jan 2025

LWheatNet: a lightweight convolutional neural network with mixed attention mechanism for wheat seed classification

in Technical Advances in Plant Science

Xiaojuan Guo
Jianping Wang
Guohong Gao
Zihao Cheng
Zongjie Qiao
Ranran Zhang
Zhanpeng Ma
Xing Wang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1509656

2,012 views
4 citations

Original Research

Published on 09 Jan 2025

Development of a vegetation canopy reflectance sensor and its diurnal applicability under clear sky conditions

in Technical Advances in Plant Science

Naisen Liu
Jingyu Guo
Fuxia Liu
Xuedong Zha
Jing Cao
Yuezhen Chen
Haixia Yan
Chenggong Du
Xuqi Wang
Jiping Li

Frontiers in Plant Science

doi 10.3389/fpls.2024.1512660

1,498 views
1 citation

Original Research

Published on 08 Jan 2025

Next-gen agriculture: integrating AI and XAI for precision crop yield predictions

in Technical Advances in Plant Science

R. N. V. Jagan Mohan
Pravallika Sree Rayanoothala
R. Praneetha Sree

Frontiers in Plant Science

doi 10.3389/fpls.2024.1451607

15,695 views
29 citations

Original Research

Published on 07 Jan 2025

Iterative optimization annotation pipeline and ALSS-YOLO-Seg for efficient banana plantation segmentation in UAV imagery

in Technical Advances in Plant Science

Ang He
Ximei Wu
Xing Xu
Jing Chen
Xiaobin Guo
Sheng Xu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1508549

2,526 views
3 citations

Original Research

Published on 31 Dec 2024

Pepper-YOLO: an lightweight model for green pepper detection and picking point localization in complex environments

in Technical Advances in Plant Science

Yikun Huang
Yulin Zhong
Deci Zhong
Changcai Yang
Lifang Wei
Zhoupei Zou
Riqing Chen

Frontiers in Plant Science

doi 10.3389/fpls.2024.1508258

2,921 views
11 citations

Methods

Published on 23 Dec 2024

An Iterative Pseudo Label Generation framework for semi-supervised hyperspectral image classification using the Segment Anything Model

in Technical Advances in Plant Science

Zheng Zhao
Guangyao Zhou
Qixiong Wang
Jiaqi Feng
Hongxiang Jiang
Guangyun Zhang
Yu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1515403

2,083 views
3 citations

Editorial

Published on 23 Dec 2024

Editorial: Vision, learning, and robotics: AI for plants in the 2020s

in Technical Advances in Plant Science

Zhenghong Yu
Luca Iocchi
Jeffrey Too Chuan Tan
Huabing Zhou
Changcai Yang
Hao Lu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1539626

1,654 views
3 citations

Original Research

Published on 20 Dec 2024

GLNet: global-local feature network for wheat leaf disease image classification

in Technical Advances in Plant Science

Shangze Li
Shen Liu
Mingyu Ji
Yuhao Cao
Bai Yun

Frontiers in Plant Science

doi 10.3389/fpls.2024.1471705

1,835 views
3 citations

Original Research

Published on 20 Dec 2024

Quantitative relationship model between soil profile salinity and soil depth in cotton fields based on data assimilation algorithm: forecasting cotton field yields and profits

in Technical Advances in Plant Science

Yang Gao
Lin Chang
Mei Zeng
Quanze Hu
Jiaojiao Hui
Qingsong Jiang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1519200

1,226 views
1 citation

Original Research

Published on 19 Dec 2024

Advanced deep transfer learning techniques for efficient detection of cotton plant diseases

in Technical Advances in Plant Science

Prashant Johri
SeongKi Kim
Kumud Dixit
Prakhar Sharma
Barkha Kakkar
Yogesh Kumar
Jana Shafi
Muhammad Fazal Ijaz

Frontiers in Plant Science

doi 10.3389/fpls.2024.1441117

3,120 views
7 citations

Original Research

Published on 19 Dec 2024

Efficient detection of eyes on potato tubers using deep-learning for robotic high-throughput sampling

in Technical Advances in Plant Science

L. G. Divyanth
Salik Ram Khanal
Achyut Paudel
Chakradhar Mattupalli
Manoj Karkee

Frontiers in Plant Science

doi 10.3389/fpls.2024.1512632

2,844 views
5 citations

Original Research

Published on 17 Dec 2024

Fuzzy backstepping controller for agricultural tractor-trailer vehicles path tracking control with experimental validation

in Technical Advances in Plant Science

Anzhe Wang
Yefei Wang
Xin Ji
Kun Wang
Meiling Qian
Xinhua Wei
Qi Song
Wenming Chen
Shaocen Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1513544

2,017 views
2 citations

Original Research

Published on 16 Dec 2024

Mitigating saturation effects in rice nitrogen estimation using Dualex measurements and machine learning

in Technical Advances in Plant Science

Peihua Shi
Yuan Wang
Congfei Yin
Kaiqing Fan
Yinfei Qian
Gui Chen

Frontiers in Plant Science

doi 10.3389/fpls.2024.1518272

1,634 views
4 citations

Original Research

Published on 11 Dec 2024

Forest aboveground biomass estimation based on spaceborne LiDAR combining machine learning model and geostatistical method

in Technical Advances in Plant Science

Li Xu
Jinge Yu
Qingtai Shu
Shaolong Luo
Wenwu Zhou
Dandan Duan

Frontiers in Plant Science

doi 10.3389/fpls.2024.1428268

3,997 views
10 citations

Original Research

Published on 11 Dec 2024

A new BWO-based RGB vegetation index and ensemble learning strategy for the pests and diseases monitoring of CCB trees using unmanned aerial vehicle

in Technical Advances in Plant Science

Keliang Hu
Junchen Liu
Hai Xiao
Qiangguo Zeng
Jun Liu
Lei Zhang
Man Li
Zhihui Wang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1464723

1,834 views
2 citations

Original Research

Published on 10 Dec 2024

Enhancing Nitrogen Nutrition Index estimation in rice using multi-leaf SPAD values and machine learning approaches

in Technical Advances in Plant Science

Yuan Wang
Peihua Shi
Yinfei Qian
Gui Chen
Jiang Xie
Xianjiao Guan
Weiming Shi
Haitao Xiang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1492528

2,000 views
1 citation

Original Research

Published on 09 Dec 2024

BRA-YOLOv7: improvements on large leaf disease object detection using FasterNet and dual-level routing attention in YOLOv7

in Technical Advances in Plant Science

Rong Ye
Quan Gao
Tong Li

Frontiers in Plant Science

doi 10.3389/fpls.2024.1373104

1,944 views
5 citations

Original Research

Published on 06 Dec 2024

Mapping rapeseed (Brassica napus L.) aboveground biomass in different periods using optical and phenotypic metrics derived from UAV hyperspectral and RGB imagery

in Technical Advances in Plant Science

Chuanliang Sun
Weixin Zhang
Genping Zhao
Qian Wu
Wanjie Liang
Ni Ren
Hongxin Cao
Lidong Zou

Frontiers in Plant Science

doi 10.3389/fpls.2024.1504119

1,874 views
5 citations

Systematic Review

Published on 06 Dec 2024

Research progress and prospect of key technologies of fruit target recognition for robotic fruit picking

in Technical Advances in Plant Science

Shaohua Liu
Jinlin Xue
Tianyu Zhang
Pengfei Lv
Huanhuan Qin
Tianxing Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1423338

2,886 views
8 citations

Methods

Published on 06 Dec 2024

Comparative analysis of stomatal pore instance segmentation: Mask R-CNN vs. YOLOv8 on Phenomics Stomatal dataset

in Technical Advances in Plant Science

Thanh Tuan Thai
Ki-Bon Ku
Anh Tuan Le
San Su Min Oh
Ngo Hoang Phan
In-Jung Kim
Yong Suk Chung

Frontiers in Plant Science

doi 10.3389/fpls.2024.1414849

2,117 views
5 citations

Original Research

Published on 05 Dec 2024

Strategies to enhance greenhouse strawberry yield through honeybee pollination behavior: a simulation study

in Technical Advances in Plant Science

Zhihao Cao
Shuo Jiang
Hongchun Qu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1514372

2,306 views
1 citation

1,652 articles

articles

DFMA: an improved DeepLabv3+ based on FasterNet, multi-receptive field, and attention mechanism for high-throughput phenotyping of seedlings

Hyperspectral estimation of chlorophyll density in winter wheat using fractional-order derivative combined with machine learning

Developing affordable and efficient heating devices for enhanced live cell imaging in confocal microscopy

LWheatNet: a lightweight convolutional neural network with mixed attention mechanism for wheat seed classification

Development of a vegetation canopy reflectance sensor and its diurnal applicability under clear sky conditions

Next-gen agriculture: integrating AI and XAI for precision crop yield predictions

Iterative optimization annotation pipeline and ALSS-YOLO-Seg for efficient banana plantation segmentation in UAV imagery

Pepper-YOLO: an lightweight model for green pepper detection and picking point localization in complex environments

An Iterative Pseudo Label Generation framework for semi-supervised hyperspectral image classification using the Segment Anything Model

Editorial: Vision, learning, and robotics: AI for plants in the 2020s

GLNet: global-local feature network for wheat leaf disease image classification

Quantitative relationship model between soil profile salinity and soil depth in cotton fields based on data assimilation algorithm: forecasting cotton field yields and profits

Advanced deep transfer learning techniques for efficient detection of cotton plant diseases

Efficient detection of eyes on potato tubers using deep-learning for robotic high-throughput sampling

Fuzzy backstepping controller for agricultural tractor-trailer vehicles path tracking control with experimental validation

Mitigating saturation effects in rice nitrogen estimation using Dualex measurements and machine learning

Forest aboveground biomass estimation based on spaceborne LiDAR combining machine learning model and geostatistical method

A new BWO-based RGB vegetation index and ensemble learning strategy for the pests and diseases monitoring of CCB trees using unmanned aerial vehicle

Enhancing Nitrogen Nutrition Index estimation in rice using multi-leaf SPAD values and machine learning approaches

BRA-YOLOv7: improvements on large leaf disease object detection using FasterNet and dual-level routing attention in YOLOv7

Mapping rapeseed (Brassica napus L.) aboveground biomass in different periods using optical and phenotypic metrics derived from UAV hyperspectral and RGB imagery

Research progress and prospect of key technologies of fruit target recognition for robotic fruit picking

Comparative analysis of stomatal pore instance segmentation: Mask R-CNN vs. YOLOv8 on Phenomics Stomatal dataset

Strategies to enhance greenhouse strawberry yield through honeybee pollination behavior: a simulation study