Frontiers in Plant Science | Technical Advances in Plant Science

Original Research

Published on 15 Sep 2025

Swin-YOLO-SAM: a hybrid Transformer-based framework integrating Swin Transformer, YOLOv12, and SAM-2.1 for automated identification and segmentation of date palm leaf diseases

in Technical Advances in Plant Science

Ali Saeed Alzahrani
Abid Iqbal
Wisal Zafar
Ghassan Husnain

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666374

2,798 views

Original Research

Published on 15 Sep 2025

Deep learning-based approach for phenotypic trait extraction and computation of tomato under varying water stress

in Technical Advances in Plant Science

Weiyue Yang
Jinshan Li
Yayang Feng
Xuemin Li
Rui Zheng
Xiulu Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1660593

1,964 views

Original Research

Published on 12 Sep 2025

Transcriptomic and metabolomic analysis of yellow leaf mutant variation in Taxus cuspidata

in Technical Advances in Plant Science

Shuo Zhang
Duo Liu
Lihui Zhang
Yanwen Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1642681

1,513 views

Original Research

Published on 11 Sep 2025

YOLOv8-LBP: multi-scale attention enhanced YOLOv8 for ripe tomato detection and harvesting keypoint localization

in Technical Advances in Plant Science

Wang Yong
Xu Shunfa
Cheng Konghao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1656381

1,723 views
1 citation

Original Research

Published on 09 Sep 2025

Estimating the full-period rice leaf area index using CNN-LSTM-Attention and multispectral images from unmanned aerial vehicles

in Technical Advances in Plant Science

Haixia Li
Liqin Yue
Shanjun Luo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636967

2,109 views

Original Research

Published on 08 Sep 2025

Integrated smart farm system for Centella asiatica L. cultivation: development and assessment of multi-tier cultivation effects on bioactive compound production

in Technical Advances in Plant Science

Hyeonbyeong Lee
Jeonghyun Baek
Donghyuk Im
Jeongwook Heo
Taehyun Kim

Frontiers in Plant Science

doi 10.3389/fpls.2025.1646310

2,197 views

Original Research

Published on 08 Sep 2025

Field-deployable lightweight YOLOv8n for real-time detection and counting of Maize seedlings using UAV RGB imagery

in Technical Advances in Plant Science

Pengbo Feng
Zhigang Nie
Guang Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1639533

1,834 views

Original Research

Published on 05 Sep 2025

Tackling the long-tailed challenge of greenhouse tomato cultivation cycles recognition: a sub-group guided, multi-expert lightweight framework

in Technical Advances in Plant Science

Ruochen Zhang
Jingxin Yu
Lin Han
Huankang Cui
Lichun Wang
Fan Xu
Xiaoming Wei

Frontiers in Plant Science

doi 10.3389/fpls.2025.1571853

1,578 views

Original Research

Published on 04 Sep 2025

Innovative opportunities for gene editing technology in crop breeding: from the perspective of literature analysis

in Technical Advances in Plant Science

Hui Zhang
Ru Yao
Qian Jia
Shijie Qi
Ying He
Jingjuan Zhao
Limin Chuan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636024

2,722 views

Original Research

Published on 03 Sep 2025

Cherry-Net: real-time segmentation algorithm of cherry maturity based on improved PIDNet

in Technical Advances in Plant Science

Jie Cui
Lilian Zhang
Lutao Gao
Chunhui Bai
Linnan Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1607205

1,707 views

Original Research

Published on 02 Sep 2025

A field rice panicle detection model based on improved YOLOv11x

in Technical Advances in Plant Science

Yuzhu Luo
Xinyu Li
Bing Bai
Xiaoyu Yu
Yu Wang
Zuobin Ma
Liying Zhang
Xiuyuan Peng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1656505

1,856 views

Original Research

Published on 01 Sep 2025

Raman spectroscopy for agricultural applications

in Technical Advances in Plant Science

Isaac D. Juárez
Dmitry Kurouski

Frontiers in Plant Science

doi 10.3389/fpls.2025.1607036

1,759 views

Original Research

Published on 29 Aug 2025

Research on persimmon fruit diameter accurate detection method based on improved RCNN instance segmentation algorithm

in Technical Advances in Plant Science

Yuan Fang
Yangyang Liu
Ya Feng
Yougen Chen
Haikun Jiang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1636727

1,217 views

Editorial

Published on 28 Aug 2025

Editorial: Emerging sustainable and green technologies for improving agricultural production

in Technical Advances in Plant Science

Ruonan Ma
Hangbo Xu
Libin Zhou
Gyungsoon Park
Zhen Jiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1678701

2,019 views

Review

Published on 20 Aug 2025

A review of plant leaf disease identification by deep learning algorithms

in Technical Advances in Plant Science

Junmin Zhao
Laixiang Xu
Zizhen Ma
Juncai Li
Xiaowei Wang
Yunchang Liu
Xiaojie Du

Frontiers in Plant Science

doi 10.3389/fpls.2025.1637241

4,969 views
2 citations

Original Research

Published on 19 Aug 2025

Extraction of maize growth stages in the Sanjiang Plain of China from 2003 to 2022 and their spatio-temporal changes in response to meteorological variables

in Technical Advances in Plant Science

Huichun Ye
Bingrui Zhang
Shanyu Huang
Chaojia Nie
Peng Wei
Minghao Qin
Hongye Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1558990

1,145 views
1 citation

Opinion

Published on 15 Aug 2025

Nanoparticle-boosted silymarin: Are we overlooking taxifolin and other key components?

in Technical Advances in Plant Science

Michal Selc
Radka Macova
Andrea Babelova

Frontiers in Plant Science

doi 10.3389/fpls.2025.1628672

1,145 views

Original Research

Published on 14 Aug 2025

Deep learning-based semantic segmentation for rice yield estimation by analyzing the dynamic change of panicle coverage

in Technical Advances in Plant Science

Hyeok-Jin Bak
Eun-Ji Kim
Ji-Hyeon Lee
Sungyul Chang
Dongwon Kwon
Woo-Jin Im
Woon-Ha Hwang
Jae-Ki Chang
Nam-Jin Chung
Wan-Gyu Sang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1611653

1,898 views

Methods

Published on 12 Aug 2025

Drone methods and educational resources for plant science and agriculture

in Technical Advances in Plant Science

Travis A. Parker
Burcu Celebioglu
Mark Watson
Paul Gepts

Frontiers in Plant Science

doi 10.3389/fpls.2025.1630162

2,361 views

Original Research

Published on 07 Aug 2025

Quantitative determination of blended proportions in tobacco formulations using near-infrared spectroscopy and transfer learning

in Technical Advances in Plant Science

Qinlin Xiao
Ruifang Gu
Li Li
Jing Wen
Xixiang Zhang
Yi Shen
Yang Liu
Lan Xiao
Qinqin Tang
Jun Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1617958

1,511 views

Original Research

Published on 06 Aug 2025

Few-shot crop disease recognition using sequence- weighted ensemble model-agnostic meta-learning

in Technical Advances in Plant Science

Junlong Li
Quan Feng
Junqi Yang
Jianhua Zhang
Sen Yang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1615873

1,931 views
1 citation

Original Research

Published on 06 Aug 2025

A study on the non-contact measurement of sunflower disk inclination and its application to accurate phenotypic analysis

in Technical Advances in Plant Science

Qiang Wang
Kaixuan Li
Zihao Gao
Xinyuan Wei
Yaoyu Li
Yangcheng Lv
Wuping Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1614898

1,565 views

Review

Published on 05 Aug 2025

Genes and genetics belong to maize haploid induction

in Technical Advances in Plant Science

Kanogporn Khammona
Abil Dermail
Yu-Ru Chen
Thomas Lübberstedt
Samart Wanchana
Theerayut Toojinda
Siwaret Arikit
Vinitchan Ruanjaichon

Frontiers in Plant Science

doi 10.3389/fpls.2025.1634053

4,434 views

Original Research

Published on 05 Aug 2025

Assessing leaf nitrogen concentration in rice using RGB imaging: a comparative study at leaf, canopy, and plot scales

in Technical Advances in Plant Science

Haixiao Ge
Gaoqiang Lv
Yang Qin
Min Shen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1599177

1,789 views

1,652 articles

articles

Swin-YOLO-SAM: a hybrid Transformer-based framework integrating Swin Transformer, YOLOv12, and SAM-2.1 for automated identification and segmentation of date palm leaf diseases

Deep learning-based approach for phenotypic trait extraction and computation of tomato under varying water stress

Transcriptomic and metabolomic analysis of yellow leaf mutant variation in Taxus cuspidata

YOLOv8-LBP: multi-scale attention enhanced YOLOv8 for ripe tomato detection and harvesting keypoint localization

Estimating the full-period rice leaf area index using CNN-LSTM-Attention and multispectral images from unmanned aerial vehicles

Integrated smart farm system for Centella asiatica L. cultivation: development and assessment of multi-tier cultivation effects on bioactive compound production

Field-deployable lightweight YOLOv8n for real-time detection and counting of Maize seedlings using UAV RGB imagery

Tackling the long-tailed challenge of greenhouse tomato cultivation cycles recognition: a sub-group guided, multi-expert lightweight framework

Innovative opportunities for gene editing technology in crop breeding: from the perspective of literature analysis

Cherry-Net: real-time segmentation algorithm of cherry maturity based on improved PIDNet

A field rice panicle detection model based on improved YOLOv11x

Raman spectroscopy for agricultural applications

Research on persimmon fruit diameter accurate detection method based on improved RCNN instance segmentation algorithm

Editorial: Emerging sustainable and green technologies for improving agricultural production

A review of plant leaf disease identification by deep learning algorithms

Extraction of maize growth stages in the Sanjiang Plain of China from 2003 to 2022 and their spatio-temporal changes in response to meteorological variables

Nanoparticle-boosted silymarin: Are we overlooking taxifolin and other key components?

Deep learning-based semantic segmentation for rice yield estimation by analyzing the dynamic change of panicle coverage

Drone methods and educational resources for plant science and agriculture

Quantitative determination of blended proportions in tobacco formulations using near-infrared spectroscopy and transfer learning

Few-shot crop disease recognition using sequence- weighted ensemble model-agnostic meta-learning

A study on the non-contact measurement of sunflower disk inclination and its application to accurate phenotypic analysis

Genes and genetics belong to maize haploid induction

Assessing leaf nitrogen concentration in rice using RGB imaging: a comparative study at leaf, canopy, and plot scales