Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 01 Dec 2025

SSViT-YOLOv11: fusing lightweight YOLO & ViT for coffee fruit maturity detection

in Sustainable and Intelligent Phytoprotection

Yifan Liu
Qiudong Yu
Shuze Geng
Shiyi Guo
Ling Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1691643

702 views

Original Research

Published on 01 Dec 2025

ENet-CAEM: a field strawberry disease identification model based on improved EfficientNetB0 and multiscale attention mechanism

in Sustainable and Intelligent Phytoprotection

Jiajiao Chang
Honghui Li
Xueliang Fu
Yuanyuan Jiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1701740

601 views

Original Research

Published on 01 Dec 2025

TSSC: a new deep learning model for accurate pea leaf disease identification

in Sustainable and Intelligent Phytoprotection

Laixiang Xu
Yibu Chang
Chenyang Li
Yang Zhang
Xiaodong Yang
Xinjia Chen
Zhaopeng Cai
Junmin Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1718758

784 views

Original Research

Published on 01 Dec 2025

A lightweight tri-modal few-shot detection framework for fruit diversity recognition toward digital orchard archiving

in Sustainable and Intelligent Phytoprotection

Huaqiang Xu
Honghan Li
Ji Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1696622

909 views

Original Research

Accepted on 28 Nov 2025

GrapeUL-YOLO: Bidirectional Cross-Scale Fusion with Elliptical Anchors for Robust Grape Detection in Orchards

in Sustainable and Intelligent Phytoprotection

Xiuli Zhu
Zhenghong Yu
Chengwei Li

Frontiers in Plant Science

137 views

Original Research

Accepted on 28 Nov 2025

Multispectral imaging and automated analysis for quantifying grain quality to reveal known and potential novel alleles affecting grain traits in wheatThe assessment of wheat seed quality and underlying genetics using multispectral imaging and automated trait analysis based on seed-level morphological and spectral properties

in Sustainable and Intelligent Phytoprotection

Ji Zhou
Jie Dai
Daiki Abe
Zhengjie Wen
Yuyi Li
Hongyan Li
Jinlong Huang
Phil Howell
Robert Jackson

Frontiers in Plant Science

266 views

Original Research

Accepted on 28 Nov 2025

CMNet: an asymmetric dual-branch network for accurate cotton segmentation

in Sustainable and Intelligent Phytoprotection

Gengrong Zhang
Halidanmu Abudukelimu
Mayilamu Musideke
Shuqin Wu
Abudukelimu Abulizi
Cuiqin Guo
Yajun Zhang

Frontiers in Plant Science

277 views

Original Research

Accepted on 28 Nov 2025

Synchronous detection method for senescence quality of damaged Korla fragrant pears during storage

in Sustainable and Intelligent Phytoprotection

Jingchi Guo
Yang Liu
Quan Xu
Haonan Xue
Yawen Xiao
Shengkun Dong
Yifei Gao

Frontiers in Plant Science

140 views

Original Research

Accepted on 28 Nov 2025

Gradient-Guided Boundary-Aware Selective Scanning with Multi-Scale Context Aggregation for Plant Lesion Segmentation

in Sustainable and Intelligent Phytoprotection

Guanqun Sun
Tianshuo Li
Yizhi Pan
Zidan Zhu
Tianhua Yang
Feihe Shao
Jia Guo
Junyi Xin

Frontiers in Plant Science

114 views

Original Research

Published on 28 Nov 2025

Deep learning-based phenotyping of lettuce diseases using Efficient-FBM-FRMNet for precision agriculture

in Sustainable and Intelligent Phytoprotection

Parul Nasra
Sheifali Gupta
Mudassir Khan
Jaibir Singh
Bayan Alabdullah
Abrar Almjally
Ruby Pant
Nitin Kumar
Salil Bharany

Frontiers in Plant Science

doi 10.3389/fpls.2025.1704647

1,219 views

Original Research

Published on 28 Nov 2025

Hyperspectral inversion model of ginkgo leaf yield prediction based on machine learning

in Sustainable and Intelligent Phytoprotection

Zheng Zuo
Maocheng Zhao
Liang Qi
Bin Wu
Hongyan Zou
Weijun Xie
Qiaolin Ye
Chi Zhou
Kai Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1698830

698 views

Original Research

Published on 27 Nov 2025

PLFYNet-based edge-deployable detection system for Ginkgo biloba leaf diseases

in Sustainable and Intelligent Phytoprotection

Jun Wang
Siyuan Gu
Maocheng Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1679455

514 views

Original Research

Published on 27 Nov 2025

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

in Sustainable and Intelligent Phytoprotection

Jianxia Wang
Wenbing Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1598414

572 views

Original Research

Published on 27 Nov 2025

AgriPath: a robust multi-objective path planning framework for agricultural robots in dynamic field environments

in Sustainable and Intelligent Phytoprotection

Chenghan Yang
Dingkun Zheng
Siming Chen
Madina Mansurova
Baurzhan Belgibaev
Baidong Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1687747

949 views

Original Research

Accepted on 25 Nov 2025

A Lightweight Intelligent Grading Method for Lychee Anthracnose Based on Improved YOLOv12

in Sustainable and Intelligent Phytoprotection

Bing Xu
Zejie Ma
Xueping Su
Xiaoru He
Xianjun Wu

Frontiers in Plant Science

132 views

Original Research

Published on 25 Nov 2025

Plug-and-play high-frequency feature enhancement for plant image super-resolution

in Sustainable and Intelligent Phytoprotection

Ling Xu
Bin Qiu
Huijun Xu
Xiaoli Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1723354

478 views

Original Research

Published on 25 Nov 2025

Automated weed monitoring and control: enhancing detection accuracy using a YOLOv7-AlexNet fusion network

in Sustainable and Intelligent Phytoprotection

Muhammad Faizan Zeb
Abid Iqbal
Ghassan Husnain
Wisal Zafar
Ahmad Junaid
Ali Saeed Alzahrani
Syed Hashim Raza Bukhari
Ramasamy Srinivasaga Naidu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1664650

912 views

Original Research

Accepted on 24 Nov 2025

Enhancing Multi-Class Plant Disease Classification using GAN-Boosted Vision Transformer with XAI Insights

in Sustainable and Intelligent Phytoprotection

Felicita S A M
Kavitha B R

Frontiers in Plant Science

237 views

Original Research

Accepted on 23 Nov 2025

Rice tiller number estimation based on an improved Swin-UNet model and multi-feature fusion

in Sustainable and Intelligent Phytoprotection

Xiao Liang
Junnuo Wu
Cheng Zhang
Lielie Qin
Xingcheng Liu
Yingli Cao

Frontiers in Plant Science

252 views

Original Research

Accepted on 21 Nov 2025

SEAFEC: A Spatial–Edge Adaptive Convolution for Multi-scale and Boundary-aware Plant Disease and Weed Imagery

in Sustainable and Intelligent Phytoprotection

Cuimin Sun
Ji Liu
Biao He
Liuxue Huang

Frontiers in Plant Science

197 views

Review

Published on 21 Nov 2025

Next-generation biostimulants: molecular insights, digital integration, and regulatory frameworks for sustainable agriculture

in Sustainable and Intelligent Phytoprotection

Manamele D. Mashabela
Tarekegn Terefe
Pavel Kerchev
Lungile Sitole
Msizi I. Mhlongo

Frontiers in Plant Science

doi 10.3389/fpls.2025.1710899

1,251 views

Original Research

Published on 21 Nov 2025

Optimizing nitrogen topdressing for winter wheat by coupling remote sensing data with the DSSAT model

in Sustainable and Intelligent Phytoprotection

Yu Zhao
Zeyang Wen
Chao Wang
Lujie Xiao
Zhenhai Li
Haikuan Feng
Guoqiang Li
Wude Yang
Meichen Feng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1658254

596 views

Original Research

Accepted on 20 Nov 2025

Robust Plant Disease Segmentation in Complex Field Environments: An In-depth Analysis and Validation with STAR-Net

in Sustainable and Intelligent Phytoprotection

Yulong Fan
Minghao Yu
Lele Shen
Jie Ma
Zhisheng Zeng
Hui Wang

Frontiers in Plant Science

132 views

Original Research

Published on 20 Nov 2025

Research on gas-liquid coupled flow field dynamics and atomization characteristics of multi-duct sprayers based on CFD

in Sustainable and Intelligent Phytoprotection

Jun Li
Hongwei He
Hongtao Fan
Yilin Lie
Yuhao Li
Yachao Cao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1616371

533 views

873 articles

articles

SSViT-YOLOv11: fusing lightweight YOLO & ViT for coffee fruit maturity detection

ENet-CAEM: a field strawberry disease identification model based on improved EfficientNetB0 and multiscale attention mechanism

TSSC: a new deep learning model for accurate pea leaf disease identification

A lightweight tri-modal few-shot detection framework for fruit diversity recognition toward digital orchard archiving

GrapeUL-YOLO: Bidirectional Cross-Scale Fusion with Elliptical Anchors for Robust Grape Detection in Orchards

CMNet: an asymmetric dual-branch network for accurate cotton segmentation

Synchronous detection method for senescence quality of damaged Korla fragrant pears during storage

Gradient-Guided Boundary-Aware Selective Scanning with Multi-Scale Context Aggregation for Plant Lesion Segmentation

Deep learning-based phenotyping of lettuce diseases using Efficient-FBM-FRMNet for precision agriculture

Hyperspectral inversion model of ginkgo leaf yield prediction based on machine learning

PLFYNet-based edge-deployable detection system for Ginkgo biloba leaf diseases

Cluster segmentation and stereo vision-based apple localization algorithm for robotic harvesting

AgriPath: a robust multi-objective path planning framework for agricultural robots in dynamic field environments

A Lightweight Intelligent Grading Method for Lychee Anthracnose Based on Improved YOLOv12

Plug-and-play high-frequency feature enhancement for plant image super-resolution

Automated weed monitoring and control: enhancing detection accuracy using a YOLOv7-AlexNet fusion network

Enhancing Multi-Class Plant Disease Classification using GAN-Boosted Vision Transformer with XAI Insights

Rice tiller number estimation based on an improved Swin-UNet model and multi-feature fusion

SEAFEC: A Spatial–Edge Adaptive Convolution for Multi-scale and Boundary-aware Plant Disease and Weed Imagery

Next-generation biostimulants: molecular insights, digital integration, and regulatory frameworks for sustainable agriculture

Optimizing nitrogen topdressing for winter wheat by coupling remote sensing data with the DSSAT model

Robust Plant Disease Segmentation in Complex Field Environments: An In-depth Analysis and Validation with STAR-Net

Research on gas-liquid coupled flow field dynamics and atomization characteristics of multi-duct sprayers based on CFD