Hyperspectral Image | List of Frontiers open access articles

Original Research

Published on 25 Jun 2025

RCTNet: Residual conv-attention transformer network for corn hyperspectral image classification

in Image Analysis and Classification

Yihan Li
Yan Li
Gongchao Chen
Linfang Li
Songlin Jin
Ling Zhou

Frontiers in Remote Sensing

doi 10.3389/frsen.2025.1583560

1,473 views

Methods

Published on 18 Feb 2021

Research and Application of Several Key Techniques in Hyperspectral Image Preprocessing

in Technical Advances in Plant Science

Yu-hang Li
Xin Tan
Wei Zhang
Qing-bin Jiao
Yu-xing Xu
Hui Li
Yu-bo Zou
Lin Yang
Yuan-peng Fang

Frontiers in Plant Science

doi 10.3389/fpls.2021.627865

8,403 views
41 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

2,614 views
3 citations

Original Research

Published on 23 Sep 2022

Identification of tree species based on the fusion of UAV hyperspectral image and LiDAR data in a coniferous and broad-leaved mixed forest in Northeast China

in Sustainable and Intelligent Phytoprotection

Hao Zhong
Wenshu Lin
Haoran Liu
Nan Ma
Kangkang Liu
Rongzhen Cao
Tiantian Wang
Zhengzhao Ren

Frontiers in Plant Science

doi 10.3389/fpls.2022.964769

16,020 views
54 citations

Original Research

Published on 09 May 2025

GLN-LRF: global learning network based on large receptive fields for hyperspectral image classification

in Multi- and Hyper-Spectral Imaging

Mengyun Dai
Tianzhe Liu
Youzhuang Lin
Zhengyu Wang
Yaohai Lin
Changcai Yang
Riqing Chen

Frontiers in Remote Sensing

doi 10.3389/frsen.2025.1545983

1,606 views
1 citation

Brief Research Report

Published on 08 Mar 2023

A hybrid neural architecture search for hyperspectral image classification

in Optics and Photonics

Aili Wang
Yingluo Song
Haibin Wu
Chengyang Liu
Yuji Iwahori

Frontiers in Physics

doi 10.3389/fphy.2023.1159266

2,509 views
5 citations

Original Research

Published on 12 Jan 2026

SMDe: enhancing hyperspectral image denoising through a spatial-spectral modulated network

in Multi- and Hyper-Spectral Imaging

Ke Yang
Weixiang Yuan
Beibei Fang
Huiwu Xia
Xiaoxue Xing
Weiwei Shang

Frontiers in Remote Sensing

doi 10.3389/frsen.2025.1712816

662 views

Original Research

Published on 10 Sep 2021

Application of Hyperspectral Imaging for Maturity and Soluble Solids Content Determination of Strawberry With Deep Learning Approaches

in Technical Advances in Plant Science

Zhenzhu Su
Chu Zhang
Tianying Yan
Jianan Zhu
Yulan Zeng
Xuanjun Lu
Pan Gao
Lei Feng
Linhai He
Lihui Fan

Frontiers in Plant Science

doi 10.3389/fpls.2021.736334

12,141 views
76 citations

Original Research

Published on 19 Aug 2024

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

in Technical Advances in Plant Science

Xiaoxiong Sun
Liangkuan Zhu
Dayang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1411485

2,043 views
8 citations

Brief Research Report

Published on 22 Mar 2023

A novel meta-learning-based hyperspectral image classification algorithm

in Optics and Photonics

Haibin Wu
Meixin Li
Aili Wang

Frontiers in Physics

doi 10.3389/fphy.2023.1163555

2,508 views
6 citations

Original Research

Published on 07 Dec 2022

Citrus disease detection using convolution neural network generated features and Softmax classifier on hyperspectral image data

in Technical Advances in Plant Science

Pappu Kumar Yadav
Thomas Burks
Quentin Frederick
Jianwei Qin
Moon Kim
Mark A. Ritenour

Frontiers in Plant Science

doi 10.3389/fpls.2022.1043712

11,822 views
52 citations

Original Research

Published on 02 Oct 2025

Multi‐Scale graph wavelet convolutional network for hyperspectral image classification

in Image Analysis and Classification

Hao Zhang
Junhua Ku
Jie Zhao

Frontiers in Remote Sensing

doi 10.3389/frsen.2025.1637820

1,858 views
2 citations

Original Research

Published on 18 Dec 2025

Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust

in Sustainable and Intelligent Phytoprotection

Alexander Fedotov
Danila Eremenko
Daria Kuznetsova
Olga Baranova
Anton Terentev

Frontiers in Plant Science

doi 10.3389/fpls.2025.1725017

1,975 views
1 citation

Original Research

Accepted on 23 Feb 2026

Explainable Artificial Intelligence Based Hyperspectral Image Analysis for Leaf Disease Detection in Intercropping System

in Sustainable and Intelligent Phytoprotection

VARUN MALIK
Asma AlJarullah
Tahani Alsubait
Amna Ikram
S. B. Goyal
Mudassir Khan

Frontiers in Plant Science

Original Research

Published on 21 Jan 2026

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

in Sustainable and Intelligent Phytoprotection

Yanli Yao
Junjun He
Zhangyun Gao
Zhuying Zhu
Shenghui Liu
Chuanling Li
Hui Feng
Xiumei Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1758676

626 views

Original Research

Published on 19 Nov 2024

Early detection of pine wilt disease based on UAV reconstructed hyperspectral image

in Sustainable and Intelligent Phytoprotection

Wentao Liu
Ziran Xie
Jun Du
Yuanhang Li
Yongbing Long
Yubin Lan
Tianyi Liu
Si Sun
Jing Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1453761

3,265 views
9 citations

Articles

RCTNet: Residual conv-attention transformer network for corn hyperspectral image classification

Research and Application of Several Key Techniques in Hyperspectral Image Preprocessing

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

Identification of tree species based on the fusion of UAV hyperspectral image and LiDAR data in a coniferous and broad-leaved mixed forest in Northeast China

GLN-LRF: global learning network based on large receptive fields for hyperspectral image classification

A hybrid neural architecture search for hyperspectral image classification

SMDe: enhancing hyperspectral image denoising through a spatial-spectral modulated network

Application of Hyperspectral Imaging for Maturity and Soluble Solids Content Determination of Strawberry With Deep Learning Approaches

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

A novel meta-learning-based hyperspectral image classification algorithm

Citrus disease detection using convolution neural network generated features and Softmax classifier on hyperspectral image data

Multi‐Scale graph wavelet convolutional network for hyperspectral image classification

Advanced hyperspectral image processing and machine learning approaches for early detection of wheat stem rust

Explainable Artificial Intelligence Based Hyperspectral Image Analysis for Leaf Disease Detection in Intercropping System

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

Early detection of pine wilt disease based on UAV reconstructed hyperspectral image