Cargando…

Identification of Soybean Varieties Using Hyperspectral Imaging Coupled with Convolutional Neural Network

Soybean variety is connected to stress resistance ability, as well as nutritional and commercial value. Near-infrared hyperspectral imaging was applied to classify three varieties of soybeans (Zhonghuang37, Zhonghuang41, and Zhonghuang55). Pixel-wise spectra were extracted and preprocessed, and aver...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhu, Susu, Zhou, Lei, Zhang, Chu, Bao, Yidan, Wu, Baohua, Chu, Hangjian, Yu, Yue, He, Yong, Feng, Lei
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2019
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6807262/ https://www.ncbi.nlm.nih.gov/pubmed/31547118 http://dx.doi.org/10.3390/s19194065

Ejemplares similares

Variety Identification of Raisins Using Near-Infrared Hyperspectral Imaging
por: Feng, Lei, et al.
Publicado: (2018)

Variety identification of oat seeds using hyperspectral imaging: investigating the representation ability of deep convolutional neural network
por: Wu, Na, et al.
Publicado: (2019)

Application of Visible/Infrared Spectroscopy and Hyperspectral Imaging With Machine Learning Techniques for Identifying Food Varieties and Geographical Origins
por: Feng, Lei, et al.
Publicado: (2021)

Near-Infrared Hyperspectral Imaging Combined with Deep Learning to Identify Cotton Seed Varieties
por: Zhu, Susu, et al.
Publicado: (2019)

Discrimination of Chrysanthemum Varieties Using Hyperspectral Imaging Combined with a Deep Convolutional Neural Network
por: Wu, Na, et al.
Publicado: (2018)

Identification of Maize Kernel Vigor under Different Accelerated Aging Times Using Hyperspectral Imaging
por: Feng, Lei, et al.
Publicado: (2018)

Application of hyperspectral imaging and chemometrics for variety classification of maize seeds
por: Zhao, Yiying, et al.
Publicado: (2018)

Identifying Freshness of Spinach Leaves Stored at Different Temperatures Using Hyperspectral Imaging
por: Zhu, Susu, et al.
Publicado: (2019)

Hyperspectral imaging for seed quality and safety inspection: a review
por: Feng, Lei, et al.
Publicado: (2019)

Identification of Soybean Seed Varieties Based on Hyperspectral Imaging Technology
por: Zhu, Shaolong, et al.
Publicado: (2019)

Application of near-infrared hyperspectral imaging to identify a variety of silage maize seeds and common maize seeds
por: Bai, Xiulin, et al.
Publicado: (2020)

Non-Destructive and Rapid Variety Discrimination and Visualization of Single Grape Seed Using Near-Infrared Hyperspectral Imaging Technique and Multivariate Analysis
por: Zhao, Yiying, et al.
Publicado: (2018)

Fast Identification of Soybean Seed Varieties Using Laser-Induced Breakdown Spectroscopy Combined With Convolutional Neural Network
por: Li, Xiaolong, et al.
Publicado: (2021)

Hierarchical Multi-Scale Convolutional Neural Networks for Hyperspectral Image Classification
por: Li, Simin, et al.
Publicado: (2019)

Intelligent identification of film on cotton based on hyperspectral imaging and convolutional neural network
por: Liu, Zongbin, et al.
Publicado: (2022)

Nondestructive Classification of Soybean Seed Varieties by Hyperspectral Imaging and Ensemble Machine Learning Algorithms
por: Wei, Yanlin, et al.
Publicado: (2020)

Detection of Oil Chestnuts Infected by Blue Mold Using Near-Infrared Hyperspectral Imaging Combined with Artificial Neural Networks
por: Feng, Lei, et al.
Publicado: (2018)

Classification of multi-year and multi-variety pumpkin seeds using hyperspectral imaging technology and three-dimensional convolutional neural network
por: Li, Xiyao, et al.
Publicado: (2023)

Hyperspectral Imaging Combined With Deep Transfer Learning for Rice Disease Detection
por: Feng, Lei, et al.
Publicado: (2021)

Abnormal Target Detection Method in Hyperspectral Remote Sensing Image Based on Convolution Neural Network
por: Liu, Yun, et al.
Publicado: (2022)

Identification of coffee bean varieties using hyperspectral imaging: influence of preprocessing methods and pixel-wise spectra analysis
por: Zhang, Chu, et al.
Publicado: (2018)

Identification of Bacterial Blight Resistant Rice Seeds Using Terahertz Imaging and Hyperspectral Imaging Combined With Convolutional Neural Network
por: Zhang, Jinnuo, et al.
Publicado: (2020)

A Rapid and Highly Efficient Method for the Identification of Soybean Seed Varieties: Hyperspectral Images Combined with Transfer Learning
por: Zhu, Shaolong, et al.
Publicado: (2019)

Hyperspectral imaging combined with CNN for maize variety identification
por: Zhang, Fu, et al.
Publicado: (2023)

Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging
por: Halicek, Martin, et al.
Publicado: (2017)

Optical biopsy of head and neck cancer using hyperspectral imaging and convolutional neural networks
por: Halicek, Martin, et al.
Publicado: (2019)

Diagnosis System of Microscopic Hyperspectral Image of Hepatobiliary Tumors Based on Convolutional Neural Network
por: Huang, Shixin, et al.
Publicado: (2022)

The Identification of Fritillaria Species Using Hyperspectral Imaging with Enhanced One-Dimensional Convolutional Neural Networks via Attention Mechanism
por: Hu, Huiqiang, et al.
Publicado: (2023)

Identification of Rice Seed Varieties Based on Near-Infrared Hyperspectral Imaging Technology Combined with Deep Learning
por: Jin, Baichuan, et al.
Publicado: (2022)

Grading of Chinese Cantonese Sausage Using Hyperspectral Imaging Combined with Chemometric Methods
por: Gong, Aiping, et al.
Publicado: (2017)

Identification lodging degree of wheat using point cloud data and convolutional neural network
por: Li, Yunlong, et al.
Publicado: (2022)

Hyperspectral Remote Sensing Image Classification Based on Maximum Overlap Pooling Convolutional Neural Network
por: Li, Chenming, et al.
Publicado: (2018)

Hyperspectral Image Classification with Optimized Compressed Synergic Deep Convolution Neural Network with Aquila Optimization
por: Subba Reddy, Tatireddy, et al.
Publicado: (2022)

Hyperspectral Image-Based Variety Classification of Waxy Maize Seeds by the t-SNE Model and Procrustes Analysis
por: Miao, Aimin, et al.
Publicado: (2018)

Combining Multi-Dimensional Convolutional Neural Network (CNN) With Visualization Method for Detection of Aphis gossypii Glover Infection in Cotton Leaves Using Hyperspectral Imaging
por: Yan, Tianying, et al.
Publicado: (2021)

Identification of Apple Varieties Using a Multichannel Hyperspectral Imaging System
por: Huang, Yuping, et al.
Publicado: (2020)

Hyperspectral Imaging for the Detection of Glioblastoma Tumor Cells in H&E Slides Using Convolutional Neural Networks
por: Ortega, Samuel, et al.
Publicado: (2020)

A 3D-2D Convolutional Neural Network and Transfer Learning for Hyperspectral Image Classification
por: Nyabuga, Douglas Omwenga, et al.
Publicado: (2021)

Plant Species Classification Based on Hyperspectral Imaging via a Lightweight Convolutional Neural Network Model
por: Liu, Keng-Hao, et al.
Publicado: (2022)

Discrimination of Deoxynivalenol Levels of Barley Kernels Using Hyperspectral Imaging in Tandem with Optimized Convolutional Neural Network
por: Fan, Ke-Jun, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_8b0tcj734ago5sh1pnup4hig21