Competitive Adaptive Reweighted Sampling | List of Frontiers open access articles

Original Research

Published on 11 Aug 2025

Reconstructed hyperspectral imaging for in-situ nutrient prediction in pine needles

in Sustainable and Intelligent Phytoprotection

Yuanhang Li
Jun Du
Chuangjie Zeng
Yongshan Wu
Junxian Chen
Teng Long
Yongbing Long
Yubin Lan
Xiaoliang Che
Tianyi Liu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1630758

1,753 views
2 citations

Original Research

Published on 15 Jan 2019

Early Detection of Magnaporthe oryzae-Infected Barley Leaves and Lesion Visualization Based on Hyperspectral Imaging

in Technical Advances in Plant Science

Rui-Qing Zhou
Juan-Juan Jin
Qing-Mian Li
Zhen-Zhu Su
Xin-Jie Yu
Yu Tang
Shao-Ming Luo
Yong He
Xiao-Li Li

Frontiers in Plant Science

doi 10.3389/fpls.2018.01962

8,284 views
43 citations

Original Research

Published on 27 Jun 2024

Estimating and mapping the soil total nitrogen contents in black soil region using hyperspectral images towards environmental heterogeneity

in Environmental Informatics and Remote Sensing

Nan Lin
Xianjun Mei
Jia Li
Ranzhe Jiang
Menghong Wu
Wenchun Zhang

Frontiers in Environmental Science

doi 10.3389/fenvs.2024.1401107

3,162 views
7 citations

Original Research

Published on 14 Jan 2026

ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm

in Sustainable and Intelligent Phytoprotection

Mingxuan Xue
Yanan Zhu
Bin Liu
Shaozhong Song
Zhongshuai Zhang
Shuqi Zhang
Helong Yu
Liying Wang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1743311

1,217 views
1 citation

Original Research

Published on 01 Oct 2025

Visible-near infrared hyperspectral imaging for non-destructive estimation of leaf nitrogen content under water-saving irrigation in protected tomato cultivation

in Plant Nutrition

Caixia Hu
Tingting Zhao
Yingying Duan
Yungui Zhang
Xinxiu Wang
Jie Li
Guilong Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1676457

3,307 views
4 citations

Original Research

Published on 24 May 2024

Hyperspectal imaging technology for phenotyping iron and boron deficiency in Brassica napus under greenhouse conditions

in Technical Advances in Plant Science

Hui Li
Long Wan
Chengsong Li
Lihong Wang
Shiping Zhu
Xinping Chen
Pei Wang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1351301

2,641 views
2 citations

Original Research

Published on 22 Sep 2023

Rapid detection of micronutrient components in infant formula milk powder using near-infrared spectroscopy

in Food Chemistry

Shaoli Liu
Ting Lei
Guipu Li
Shuming Liu
Xiaojun Chu
Donghai Hao
Gongnian Xiao
Ayaz Ali Khan
Taqweem Ul Haq
Manal Y. Sameeh

Frontiers in Nutrition

doi 10.3389/fnut.2023.1273374

4,548 views
19 citations

Original Research

Published on 09 Dec 2024

Discrimination of leaf diseases in Maize/Soybean intercropping system based on hyperspectral imaging

in Sustainable and Intelligent Phytoprotection

Xin Liu
Kaixin Meng
Kaixing Zhang
Wujie Yang
Jiutao Yang
Lingyang Feng
Haoran Gong
Chang’an Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2024.1434163

2,838 views
8 citations

Original Research

Published on 02 Jun 2023

A Vis/NIR spectra-based approach for identifying bananas infected with Colletotrichum musae

in Technical Advances in Plant Science

Xuan Chu
Kun Zhang
Hongyu Wei
Zhiyu Ma
Han Fu
Pu Miao
Hongzhe Jiang
Hongli Liu

Frontiers in Plant Science

doi 10.3389/fpls.2023.1180203

5,541 views
16 citations

Original Research

Published on 24 Feb 2026

Enabling rapid and accurate grand discrimination of flue-cured tobacco: a near-infrared hyperspectral and machine learning approach

in Technical Advances in Plant Science

Jiang Zou
Hongbo Gao
Duo Wang
Yunquan Chen
Shiyou Deng
Nuo Shi
Shengjie Yang
Chunlin Huang
Dingchun Zi
Yu Du

Frontiers in Plant Science

doi 10.3389/fpls.2026.1756218

1,147 views
1 citation

Original Research

Published on 09 Dec 2025

Multisource spectral fusion combined with variable selection for rapid geographical origin discrimination of Salvia miltiorrhiza

in Analytical Chemistry

Yue Jiao
Xiaoming Wu
Qi Wang
Xinjing Gui
Jing Yao
Xiaoying Duan
Ruixin Liu

Frontiers in Chemistry

doi 10.3389/fchem.2025.1730996

1,828 views
1 citation

Original Research

Published on 01 Oct 2025

Early detection and severity classification of verticillium wilt in cotton stems using Raman spectroscopy and machine learning

in Technical Advances in Plant Science

Xuanzhang Wang
Jianan Chi
Xiao Zhang
Guangshuai Lu
Xuan Li
Chunli Wang
Lijun Wang
Nannan Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1649295

2,884 views
1 citation

Original Research

Published on 10 Oct 2025

Near-infrared prediction of total phosphorus in leaves content in korla fragrant pear with growth period specificity via spectral modeling

in Plant Biophysics and Modeling

Mingyang Yu
Junkai Zeng
Yang Li
Weifan Fan
Lanfei Wang
Hao Wang
Jianping Bao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1666460

1,817 views
1 citation

Original Research

Published on 16 Jun 2025

Identification of yellow vein clearing disease in lemons based on hyperspectral imaging and deep learning

in Sustainable and Intelligent Phytoprotection

Xunlan Li
Fangfang Peng
Zhaoxin Wei
Guohui Han

Frontiers in Plant Science

doi 10.3389/fpls.2025.1554514

3,202 views
4 citations

Original Research

Published on 08 Oct 2024

Early detection and lesion visualization of pear leaf anthracnose based on multi-source feature fusion of hyperspectral imaging

in Sustainable and Intelligent Phytoprotection

Yingying Zhang
Xue Li
Meiqing Wang
Tao Xu
Kai Huang
Yuanhao Sun
Quanchun Yuan
Xiaohui Lei
Yannan Qi
Xiaolan Lv

Frontiers in Plant Science

doi 10.3389/fpls.2024.1461855

3,747 views
16 citations

Original Research

Published on 14 Mar 2024

Prediction and visualization map for physicochemical indices of kiwifruits by hyperspectral imaging

in Nutrition and Food Science Technology

Qinglong Meng
Tao Tan
Shunan Feng
Qingchun Wen
Jing Shang

Frontiers in Nutrition

doi 10.3389/fnut.2024.1364274

2,892 views
16 citations

Articles

Reconstructed hyperspectral imaging for in-situ nutrient prediction in pine needles

Early Detection of Magnaporthe oryzae-Infected Barley Leaves and Lesion Visualization Based on Hyperspectral Imaging

Estimating and mapping the soil total nitrogen contents in black soil region using hyperspectral images towards environmental heterogeneity

ORBMO-RF: a non-destructive classification method for ginseng seeds based on multimodal fusion and improved red-billed blue magpie optimization algorithm

Visible-near infrared hyperspectral imaging for non-destructive estimation of leaf nitrogen content under water-saving irrigation in protected tomato cultivation

Hyperspectal imaging technology for phenotyping iron and boron deficiency in Brassica napus under greenhouse conditions

Rapid detection of micronutrient components in infant formula milk powder using near-infrared spectroscopy

Discrimination of leaf diseases in Maize/Soybean intercropping system based on hyperspectral imaging

A Vis/NIR spectra-based approach for identifying bananas infected with Colletotrichum musae

Enabling rapid and accurate grand discrimination of flue-cured tobacco: a near-infrared hyperspectral and machine learning approach

Multisource spectral fusion combined with variable selection for rapid geographical origin discrimination of Salvia miltiorrhiza

Early detection and severity classification of verticillium wilt in cotton stems using Raman spectroscopy and machine learning

Near-infrared prediction of total phosphorus in leaves content in korla fragrant pear with growth period specificity via spectral modeling

Identification of yellow vein clearing disease in lemons based on hyperspectral imaging and deep learning

Early detection and lesion visualization of pear leaf anthracnose based on multi-source feature fusion of hyperspectral imaging

Prediction and visualization map for physicochemical indices of kiwifruits by hyperspectral imaging