Frontiers in Plant Science | Sustainable and Intelligent Phytoprotection

Original Research

Published on 03 Oct 2025

A precision grading method for walnut leaf brown spot disease integrating hierarchical feature selection and dynamic multi-scale convolution

in Sustainable and Intelligent Phytoprotection

Yuting Wei
Debin Zeng
Liangfang Zheng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1641677

468 views

Original Research

Published on 03 Oct 2025

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

in Sustainable and Intelligent Phytoprotection

Leilei Deng
Di Fang
Aziz Ullah
Qi Hou
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640405

247 views

Original Research

Accepted on 02 Oct 2025

ASSESSMENT OF THREE BROADLEAF WEED SPECIES CLASSIFICATION IN RICE FIELD USING UAV HYPERSPECTRAL IMAGING AND MACHINE LEARNING

in Sustainable and Intelligent Phytoprotection

Nursyazyla Binti Sulaiman
Nik Norasma Binti Che'Ya
Abdul Shukor Bin Juraimi
Nisfariza Binti Mohd Noor
RHUSHALSHAFIRA BT ROSLE
MUHAMMAD HUZAIFAH MOHD ROSLIM

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662972

112 views

Original Research

Accepted on 02 Oct 2025

LDL-MobileNetV3S: An Enhanced Lightweight MobileNetV3-Small Model for Potato Leaf Disease Diagnosis through Multi-Module Fusion

in Sustainable and Intelligent Phytoprotection

Jinyan Zhang
Xiaofei Yang
Xueliang Fu
Buyu Wang
Honghui Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1656731

Original Research

Published on 02 Oct 2025

ADQ-YOLOv8m: a precise detection model of sugarcane disease in complex environment

in Sustainable and Intelligent Phytoprotection

Zhaowen Li
Jihong Sun
Ying Yang
Jiangquan Chen
Qian Yu
Zheng Zhou
Yan Yang
Tao Yin
Haokai Zhang
Ye Qian

Frontiers in Plant Science

doi 10.3389/fpls.2025.1669825

346 views

Original Research

Published on 02 Oct 2025

Modeling diameter at breast height of Chinese fir (Cunninghamia lanceolata) using UAV LiDAR data in Southern China

in Sustainable and Intelligent Phytoprotection

Ziyang Liu
Dongbo Xie
Zheyuan Wu
Linyan Feng
Xingyong Liao
Yongjun Wang
Wendong Zhu
Ram P. Sharma
Liyong Fu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1546055

567 views

Original Research

Published on 02 Oct 2025

Toward non-invasive early pest surveillance: cross-modal adaptation using PLMS acoustic-visual representation and pre-trained transfer learning

in Sustainable and Intelligent Phytoprotection

Yaqin Wu
Lijun Cheng
Wangli Hao
Jianjun Niu
Yuze Li
Yan Chang
Jia Lv
Xuru Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1610163

913 views

Original Research

Published on 01 Oct 2025

SegFormer-based nectar source segmentation in remote sensing imagery

in Sustainable and Intelligent Phytoprotection

Mengting Dong
Hao Cao
Tian Zhao
Xu Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666619

457 views

Original Research

Accepted on 30 Sep 2025

Non-destructive Detection of Phyllostachys edulis under Salt Stress Using UHF RFID Based on Cole-Cole Model Optimization Algorithm

in Sustainable and Intelligent Phytoprotection

Wen Zhang
Ziyang Hou
Yanyi Liu
Yin Wu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1678760

120 views

Original Research

Published on 30 Sep 2025

A lightweight deep convolutional neural network development for soybean leaf disease recognition

in Sustainable and Intelligent Phytoprotection

Yakun Zhang
Ruofei Bao
Mengxin Guan
Zixuan Wang
Libo Wang
Xiahua Cui
Xiaoli Niu
Yan Wang
Shaukat Ali
Yafei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1655564

469 views

Original Research

Accepted on 29 Sep 2025

CDPNet: A Deformable ProtoPNet for Interpretable Wheat Leaf Disease Identification

in Sustainable and Intelligent Phytoprotection

Jinyu Zeng
Bingjing Jia
Chenguang Song
Hua Ge
Lei Shi
Bo Kang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676798

316 views

Original Research

Accepted on 29 Sep 2025

Grading for Grapevine Downy Mildew and Feature Extraction Methods for Predicting Abaxial Lesions from Adaxial Leaf Images

in Sustainable and Intelligent Phytoprotection

Bohao Liu
Cuiling Li
Jianjun Hao
Jian Song
Haowei Liu
Hongwei Yan
Changyuan Zhai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1688315

308 views

Original Research

Accepted on 29 Sep 2025

Estimation of above-ground carbon stock of Dendrocalamus giganteus using ANUSPLIN-interpolated GEDI and ICESat-2/ATLAS parameters

in Sustainable and Intelligent Phytoprotection

Huanfen Yang
Zhen Qin
Qingtai Shu
Mingxing Wang
Yiran Zhang
Zeyu Li

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676195

272 views

Original Research

Published on 29 Sep 2025

Soft prompt-tuning for plant pest and disease classification from colloquial descriptions

in Sustainable and Intelligent Phytoprotection

Xinlu Liu
Xinbing Li
Yi Zhu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1668642

526 views

Original Research

Published on 29 Sep 2025

Spatiotemporal pattern analysis of juglans leaf necrosis disease occurrence and development in southern Xinjiang, China, based on UAV

in Sustainable and Intelligent Phytoprotection

Heyu Zhang
Lei Guan
Zhaokun Geng
Xinglei Ma
Qiang Zhang
Baoqing Wang
Cuifang Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1633206

470 views

Original Research

Accepted on 28 Sep 2025

DFMA-DETR: A Pomegranate Maturity Detection Algorithm Based on Dual-Domain Feature Modulation and Enhanced Attention

in Sustainable and Intelligent Phytoprotection

Xinyue Huang
Feng Song
Tanglong Feng
Yao Zhou
Wen Peng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1680299

880 views