Maize disease detection based on spectral recovery from RGB images

Maize disease detection based on spectral recovery from RGB images

Maize is susceptible to infect pest disease, and early disease detection is key to preventing the reduction of maize yields. The raw data used for plant disease detection are commonly RGB images and hyperspectral images (HSI). RGB images can be acquired rapidly and low-costly, but the detection accu...

Full description

Bibliographic Details
Main Authors:	Jun Fu, Jindai Liu, Rongqiang Zhao, Zhi Chen, Yongliang Qiao, Dan Li
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2022-12-01
Series:	Frontiers in Plant Science
Subjects:	maize pest disease detection spectral recovery hyperspectral images (HSIs) convolutional neural network (CNN)
Online Access:	https://www.frontiersin.org/articles/10.3389/fpls.2022.1056842/full

Similar Items

Spectral Mixing Theory-Based Double-Branch Network for Spectral Super-Resolution
by: Lingyu Sha, et al.
Published: (2023-02-01)

All of Low-Rank and Sparse: A Recast Total Variation Approach to Hyperspectral Denoising
by: Haijin Zeng, et al.
Published: (2023-01-01)

Multi-Scale Spectral-Spatial Attention Network for Hyperspectral Image Classification Combining 2D Octave and 3D Convolutional Neural Networks
by: Lianhui Liang, et al.
Published: (2023-03-01)

Classification of Hyperspectral Images by SVM Using a Composite Kernel by Employing Spectral, Spatial and Hierarchical Structure Information
by: Yi Wang, et al.
Published: (2018-03-01)

Spatial-Spectral Network for Hyperspectral Image Classification: A 3-D CNN and Bi-LSTM Framework
by: Junru Yin, et al.
Published: (2021-06-01)

Cloud-Based Analysis of Large-Scale Hyperspectral Imagery for Oil Spill Detection
by: Juan M. Haut, et al.
Published: (2024-01-01)

A Dual-Branch Extraction and Classification Method Under Limited Samples of Hyperspectral Images Based on Deep Learning
by: Bingqing Niu, et al.
Published: (2020-02-01)

Maize Characteristics Estimation and Classification by Spectral Data under Two Soil Phosphorus Levels
by: Baiyu Qiao, et al.
Published: (2022-01-01)

Peeling Damage Recognition Method for Corn Ear Harvest Using RGB Image
by: Jun Fu, et al.
Published: (2020-05-01)

Fully connected-convolutional (FC-CNN) neural network based on hyperspectral images for rapid identification of P. ginseng growth years
by: Xingfeng Chen, et al.
Published: (2024-03-01)

Shallow-Guided Transformer for Semantic Segmentation of Hyperspectral Remote Sensing Imagery
by: Yuhan Chen, et al.
Published: (2023-06-01)

Progressive pseudo-label framework for unsupervised hyperspectral change detection
by: Qiuxia Li, et al.
Published: (2024-03-01)

A Rehabilitation of Pixel-Based Spectral Reconstruction from RGB Images
by: Yi-Tun Lin, et al.
Published: (2023-04-01)

Frame vibration states identification for corn harvester based on joint improved empirical mode decomposition - Support vector machine method
by: Jun Fu, et al.
Published: (2023-03-01)

Tensor Dictionary Self-Taught Learning Classification Method for Hyperspectral Image
by: Fengshuang Liu, et al.
Published: (2022-09-01)

Comparison of different machine learning algorithms for predicting maize grain yield using UAV-based hyperspectral images
by: Yahui Guo, et al.
Published: (2023-11-01)

Shallow-to-Deep Spatial–Spectral Feature Enhancement for Hyperspectral Image Classification
by: Lijian Zhou, et al.
Published: (2023-01-01)

Novel Data-Driven Spatial-Spectral Correlated Scheme for Dimensionality Reduction of Hyperspectral Images
by: Yanming Zhang, et al.
Published: (2022-01-01)

Hyperspectral Anomaly Detection via Sparse Representation and Collaborative Representation
by: Sheng Lin, et al.
Published: (2023-01-01)

Circle-Net: An Unsupervised Lightweight-Attention Cyclic Network for Hyperspectral and Multispectral Image Fusion
by: Shuaiqi Liu, et al.
Published: (2023-01-01)

Local and Global Spectral Features for Hyperspectral Image Classification
by: Zeyu Xu, et al.
Published: (2023-03-01)

Adaptive Local Discriminant Analysis and Distribution Matching for Domain Adaptation in Hyperspectral Image Classification
by: Yujie Ning, et al.
Published: (2022-01-01)

Subfeature Ensemble-Based Hyperspectral Anomaly Detection Algorithm
by: Shuo Wang, et al.
Published: (2022-01-01)

Detection and Counting of Maize Leaves Based on Two-Stage Deep Learning with UAV-Based RGB Image
by: Xingmei Xu, et al.
Published: (2022-10-01)

A Simple and Robust Spectral Index for Identifying Lodged Maize Using Gaofen1 Satellite Data
by: Yuanyuan Chen, et al.
Published: (2022-01-01)

Spectral uncertainty analysis of grassland and its camouflage materials based on land-based hyperspectral images
by: Zhao Jiale, et al.
Published: (2023-12-01)

Spectral Library of Maize Leaves under Nitrogen Deficiency Stress
by: Maria C. Torres-Madronero, et al.
Published: (2022-12-01)

Background Reconstruction via 3D-Transformer Network for Hyperspectral Anomaly Detection
by: Ziyu Wu, et al.
Published: (2023-09-01)

A New GPU Implementation of Support Vector Machines for Fast Hyperspectral Image Classification
by: Mercedes E. Paoletti, et al.
Published: (2020-04-01)

Self-Adaptive Low-Rank and Sparse Decomposition for Hyperspectral Anomaly Detection
by: Qunming Wang, et al.
Published: (2022-01-01)

Integrating spectral and textural information for identifying the tasseling date of summer maize using UAV based RGB images
by: Yahui Guo, et al.
Published: (2021-10-01)

Genetic Structure and Molecular Mechanisms Underlying the Formation of Tassel, Anther, and Pollen in the Male Inflorescence of Maize (<i>Zea mays</i> L.)
by: Yanbo Wang, et al.
Published: (2022-05-01)

Spectral Calibration Algorithm for the Geostationary Environment Monitoring Spectrometer (GEMS)
by: Mina Kang, et al.
Published: (2020-09-01)

Spectral Camouflage Characteristics and Recognition Ability of Targets Based on Visible/Near-Infrared Hyperspectral Images
by: Jiale Zhao, et al.
Published: (2022-12-01)

CSR-Net: Camera Spectral Response Network for Dimensionality Reduction and Classification in Hyperspectral Imagery
by: Yunhao Zou, et al.
Published: (2020-10-01)

Optimized clustering method for spectral reflectance recovery
by: Yifan Xiong, et al.
Published: (2022-11-01)

Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
by: Yu-Che Wen, et al.
Published: (2022-06-01)

Dual Smooth Graph Convolutional Clustering for Large-Scale Hyperspectral Images
by: Jiaxin Chen, et al.
Published: (2024-01-01)

Comparison of Multi-Methods for Identifying Maize Phenology Using PhenoCams
by: Yahui Guo, et al.
Published: (2022-01-01)

Expansion Spectral–Spatial Attention Network for Hyperspectral Image Classification
by: Shuo Wang, et al.
Published: (2023-01-01)