Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 02 Jul 2025

Intelligent recognition of tobacco leaves states during curing with deep neural network

in Sustainable and Intelligent Phytoprotection

Qiang Xu
Yanling Zhang
Aiguo Wang
Guangqing Chen
Xianjie Cai
Shuoye Zhou
Junying Li
Baofeng Jin
Ding Yan
Jiajie Huang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1604382

246 views

Original Research

Accepted on 01 Jul 2025

Deep-Broad Learning Network Model for Precision Identification and Diagnosis of Grape Leaf Diseases

in Sustainable and Intelligent Phytoprotection

Yangyang Liu
Ya Feng
Zhiyong Zhao
Yuan Fang
Longzhe Quan
Guoxiang Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1611301

119 views

Original Research

Accepted on 30 Jun 2025

Nitrogen Content Estimation of Apple Trees Based on Simulated Satellite Remote Sensing Data

in Sustainable and Intelligent Phytoprotection

Meixuan Li
Xicun Zhu
Xinyang Yu
Cheng Li
Dongyun Xu
Ling Wang
Dong Lv
Yuyang Ma

Frontiers in Plant Science

doi 10.3389/fpls.2025.1613487

Original Research

Accepted on 30 Jun 2025

Dynamic Gating-Enhanced Deep Learning Model with Multi-Source Remote Sensing Synergy for Optimizing Wheat Yield Estimation

in Sustainable and Intelligent Phytoprotection

Jian Li
Junrui Kang
Jian Lu
Hongkun Fu
Zheng Li
Baoqi Liu
Xinglei Lin
Jiawei Zhao
Hengxu Guan
He Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640806

151 views

Original Research

Accepted on 30 Jun 2025

Detection of microplastics stress on rice seedling by visible/near-infrared hyperspectral imaging and synchrotron radiation Fourier transform infrared microspectroscopy

in Sustainable and Intelligent Phytoprotection

Chaojie Wei
Hongxin Xie
Wei Wang
Yu-Feng Li
Xiaorong Wang
Ziwei Song
Fajun Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1645490

138 views

Original Research

Published on 30 Jun 2025

Sustainable deep vision systems for date fruit quality assessment using attention-enhanced deep learning models

in Sustainable and Intelligent Phytoprotection

Esraa Hassan
Sarah Abu Ghazalah
Nora El-Rashidy
Tarek Abd El-Hafeez
Mahmoud Y. Shams

Frontiers in Plant Science

doi 10.3389/fpls.2025.1521508

524 views

Correction

Accepted on 27 Jun 2025

Correction: Deep Learning-Based Text Generation for Plant Phenotyping in Precision Agriculture

in Sustainable and Intelligent Phytoprotection

Li Zhu
Long Tang
Shan Ren

Frontiers in Plant Science

doi 10.3389/fpls.2025.1648292

Original Research

Accepted on 26 Jun 2025

YOLOv11-GSF: An Optimized Deep Learning Model for Strawberry Ripeness Detection in Agriculture

in Sustainable and Intelligent Phytoprotection

Ma Haoran
Haoran Ma
Zhang Le
Hao Chunxu
Dong Wenhui
Zhang Xiaoying
Li Fuzhong
Xue Xiaoqing
Sun Gongqing

Frontiers in Plant Science

doi 10.3389/fpls.2025.1584669

118 views

Original Research

Accepted on 25 Jun 2025

Enhancing Leaf Disease Classification Using GAT-GCN Hybrid Model

in Sustainable and Intelligent Phytoprotection

Shyam Sundhar
Riya Sharma
Priyansh Maheshwari
Suvidha Rupesh Kumar
Sunil Kumar Telagamsetti

Frontiers in Plant Science

doi 10.3389/fpls.2025.1569821

221 views

Original Research

Published on 24 Jun 2025

PHRF-RTDETR: a lightweight weed detection method for upland rice based on RT-DETR

in Sustainable and Intelligent Phytoprotection

Xianjin Jin
Jinheng Zhang
Fei Wang
Mengyan Zhao
Yunshuang Wang
Jianping Yang
Jinfeng Wu
Bing Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2025.1556275

480 views

Original Research

Accepted on 23 Jun 2025

ALPD-Net: A wild licorice detection network based on UAV imagery

in Sustainable and Intelligent Phytoprotection

Jing Yang
Huaibin Qin
Jianguo Dai
Guoshun Zhang
Miaomiao Xu
Yuan Qin
Jinglong Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1617997

130 views

Original Research

Published on 19 Jun 2025

Swin Attention Augmented Residual Network: a fine-grained pest image recognition method

in Sustainable and Intelligent Phytoprotection

Xiang Wang
Zhiyong Xiao
Zhaohong Deng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1619551

541 views

Original Research

Published on 19 Jun 2025

Few-shot object detection for pest insects via features aggregation and contrastive learning

in Sustainable and Intelligent Phytoprotection

Shuqian He
Biao Jin
Xuechao Sun
Wenjuan Jiang
Jiaxing Gu
Fenglin Gu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1522510

469 views

Original Research

Published on 19 Jun 2025

The effects of stand spatial structure on the aboveground biomass allocation in Chinese fir (Cunninghamia lanceolata) plantations

in Sustainable and Intelligent Phytoprotection

Xiang Huang
Yao Zhang
Jianwei Geng
Xiangyu Chen
Zhihui Yu
Shuhan Yu
Kunyong Yu
Fan Wang
Jian Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1599094

283 views

Original Research

Published on 19 Jun 2025

Spatial and temporal characteristics of vegetation phenology in the middle and lower reaches of the Yangtze River and its response to climate

in Sustainable and Intelligent Phytoprotection

Zhang Shikang
Zhang Wei
Li Xiaotong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1589908

490 views

Original Research

Accepted on 18 Jun 2025

Leaf Area Estimation in Small-Seeded Broccoli Using a Lightweight Instance Segmentation Framework Based on Improved YOLOv11-AreaNet

in Sustainable and Intelligent Phytoprotection

Yaben Zhang
Yifan Li
Xiaowei Cao
Zikun Wang
Jiachi Chen
Yingyue Li
Zhibo Zhang
Ruxiao Bai
Peng Yang
Feng Pan

Frontiers in Plant Science

doi 10.3389/fpls.2025.1622713

144 views