Hyperspectral Camera | List of Frontiers open access articles

Original Research

Published on 13 Apr 2022

Plant Species Classification Based on Hyperspectral Imaging via a Lightweight Convolutional Neural Network Model

in Technical Advances in Plant Science

Keng-Hao Liu
Meng-Hsien Yang
Sheng-Ting Huang
Chinsu Lin

Frontiers in Plant Science

doi 10.3389/fpls.2022.855660

13,006 views
40 citations

Original Research

Published on 25 Jul 2018

On-The-Go Hyperspectral Imaging Under Field Conditions and Machine Learning for the Classification of Grapevine Varieties

in Plant Systems and Synthetic Biology

Salvador Gutiérrez
Juan Fernández-Novales
Maria P. Diago
Javier Tardaguila

Frontiers in Plant Science

doi 10.3389/fpls.2018.01102

8,604 views
77 citations

Original Research

Published on 06 Nov 2024

Non-destructive assessment of apple internal quality using rotational hyperspectral imaging

in Technical Advances in Plant Science

Xiaojiang Wang
Junying Han
Chengzhong Liu
Tong Feng

Frontiers in Plant Science

doi 10.3389/fpls.2024.1432120

3,091 views
6 citations

Original Research

Published on 19 Aug 2021

Prediction of Drought-Induced Components and Evaluation of Drought Damage of Tea Plants Based on Hyperspectral Imaging

in Technical Advances in Plant Science

Sizhou Chen
Yuan Gao
Kai Fan
Yujie Shi
Danni Luo
Jiazhi Shen
Zhaotang Ding
Yu Wang

Frontiers in Plant Science

doi 10.3389/fpls.2021.695102

5,638 views
28 citations

Original Research

Published on 11 Dec 2025

Proximal hyperspectral detection of rice and weed: characterization and discriminant analysis

in Sustainable and Intelligent Phytoprotection

Zhentao Wang
Tenghui Lin
Huijie Li
Yanling Yin
YuTing Suo
Hongfei Yang
Yulin Li
Fengjie Cai
Li Xiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1685985

828 views

Original Research

Published on 18 Dec 2025

Assessment of three broadleaf weed species classification in rice field using UAV hyperspectral imaging and machine learning

in Sustainable and Intelligent Phytoprotection

Nursyazyla Sulaiman
Nik Norasma Che’Ya
Abdul Shukor Juraimi
Nisfariza Mohd Noor
Rhushalshafira Rosle
Muhammad Huzaifah Mohd Roslim

Frontiers in Plant Science

doi 10.3389/fpls.2025.1662972

1,332 views

Original Research

Published on 18 Sep 2023

Lightfield hyperspectral imaging in neuro-oncology surgery: an IDEAL 0 and 1 study

in Brain Imaging Methods

Oscar MacCormac
Philip Noonan
Mirek Janatka
Conor C. Horgan
Anisha Bahl
Jianrong Qiu
Matthew Elliot
Théo Trotouin
Jaco Jacobs
Sabina Patel

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1239764

5,725 views
24 citations

Original Research

Published on 26 Jan 2026

A hyperspectral imaging and machine learning approach for rapid and non-invasive diagnosis of cassava bacterial blight

in Technical Advances in Plant Science

Ian Carlos Bispo Carvalho
Luciellen da Costa Ferreira
Ana Régia de Mendonça Neves
Alice Maria Silva Carvalho
Henrique Póvoa Rodrigues Lima
Maurício Rossato

Frontiers in Plant Science

doi 10.3389/fpls.2025.1707646

577 views

Original Research

Published on 30 Jun 2022

Hyperspectral Technique Combined With Deep Learning Algorithm for Prediction of Phenotyping Traits in Lettuce

in Technical Advances in Plant Science

Shuan Yu
Jiangchuan Fan
Xianju Lu
Weiliang Wen
Song Shao
Xinyu Guo
Chunjiang Zhao

Frontiers in Plant Science

doi 10.3389/fpls.2022.927832

4,752 views
20 citations

Original Research

Published on 09 Dec 2025

Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco

in Sustainable and Intelligent Phytoprotection

Chuntang Mao
Yanan Zhao
Leiguang Wang
Ziyi Yang
Weili Kou
Weiheng Xu
Huan Wang
Xiaolong Zhang
Ning Lu
Guangzhi Di

Frontiers in Plant Science

doi 10.3389/fpls.2025.1728043

1,026 views
2 citations

Articles

Plant Species Classification Based on Hyperspectral Imaging via a Lightweight Convolutional Neural Network Model

On-The-Go Hyperspectral Imaging Under Field Conditions and Machine Learning for the Classification of Grapevine Varieties

Non-destructive assessment of apple internal quality using rotational hyperspectral imaging

Prediction of Drought-Induced Components and Evaluation of Drought Damage of Tea Plants Based on Hyperspectral Imaging

Proximal hyperspectral detection of rice and weed: characterization and discriminant analysis

Assessment of three broadleaf weed species classification in rice field using UAV hyperspectral imaging and machine learning

Lightfield hyperspectral imaging in neuro-oncology surgery: an IDEAL 0 and 1 study

A hyperspectral imaging and machine learning approach for rapid and non-invasive diagnosis of cassava bacterial blight

Hyperspectral Technique Combined With Deep Learning Algorithm for Prediction of Phenotyping Traits in Lettuce

Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco