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

1,453 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

7,868 views
42 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

793 views

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

2,577 views
6 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

4,229 views
19 citations

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

2,602 views
3 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

2,306 views
2 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

659 views

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

5,096 views
15 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

2,393 views
5 citations

Original Research

Published on 27 Mar 2023

Non-destructive prediction and visualization of anthocyanin content in mulberry fruits using hyperspectral imaging

in Technical Advances in Plant Science

Xunlan Li
Zhaoxin Wei
Fangfang Peng
Jianfei Liu
Guohui Han

Frontiers in Plant Science

doi 10.3389/fpls.2023.1137198

7,094 views
35 citations

Original Research

Published on 07 Nov 2025

Estimating rice yield-related traits using machine learning models integrating hyperspectral and texture features

in Sustainable and Intelligent Phytoprotection

Yufen Zhang
Feifei Zhu
Kaiming Liang
Zhanhua Lu
Yibo Chen
Xuhua Zhong
Junfeng Pan
Chusheng Lu
Xiangyu Hu
Rui Hu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1713014

1,821 views
1 citation

Original Research

Published on 19 Feb 2024

UAV hyperspectral analysis of secondary salinization in arid oasis cotton fields: effects of FOD feature selection and SOA-RF

in Sustainable and Intelligent Phytoprotection

Zeyuan Wang
Jianli Ding
Jiao Tan
Junhao Liu
Tingting Zhang
Weijian Cai
Shanshan Meng

Frontiers in Plant Science

doi 10.3389/fpls.2024.1358965

3,637 views
12 citations

Original Research

Published on 05 Nov 2024

Prediction of the impact of tobacco waste hydrothermal products on compost microbial growth using hyperspectral imaging combined with machine learning

in Microbiotechnology

Dandan Liu
Xinxin Ma
Changwen Ye
Yiying Jin
Kuo Huang
Chenqi Niu
Ge Zhang
Dong Li
Linzhi Ma
Suxiao Li

Frontiers in Microbiology

doi 10.3389/fmicb.2024.1476803

2,459 views
4 citations

Original Research

Published on 14 Nov 2024

Estimation of potato canopy leaf water content in various growth stages using UAV hyperspectral remote sensing and machine learning

in Technical Advances in Plant Science

Faxu Guo
Quan Feng
Sen Yang
Wanxia Yang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1458589

3,658 views
20 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

2,707 views
12 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

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

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

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

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

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

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

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

Non-destructive prediction and visualization of anthocyanin content in mulberry fruits using hyperspectral imaging

Estimating rice yield-related traits using machine learning models integrating hyperspectral and texture features

UAV hyperspectral analysis of secondary salinization in arid oasis cotton fields: effects of FOD feature selection and SOA-RF

Prediction of the impact of tobacco waste hydrothermal products on compost microbial growth using hyperspectral imaging combined with machine learning

Estimation of potato canopy leaf water content in various growth stages using UAV hyperspectral remote sensing and machine learning

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