Prediction of oil content in single maize kernel based on hyperspectral imaging and attention convolution neural network

L Zhang, D An, Y Wei, J Liu, J Wu - Food Chemistry, 2022 - Elsevier
An attention (A) based convolutional neural network regression (CNNR) model, namely
ACNNR, was proposed to combine hyperspectral imaging to predict oil content in single …

A model for genuineness detection in genetically and phenotypically similar maize variety seeds based on hyperspectral imaging and machine learning

K Tu, S Wen, Y Cheng, Y Xu, T Pan, H Hou, R Gu… - Plant Methods, 2022 - Springer
Background Variety genuineness and purity are essential indices of maize seed quality that
affect yield. However, detection methods for variety genuineness are time-consuming …

Quality monitoring of glutinous rice processing from drying to extended storage using hyperspectral imaging

OM Ageh, A Dasore, N Hashim, R Shamsudin… - … and Electronics in …, 2024 - Elsevier
The quality of glutinous rice (GR) is susceptible to deterioration and losses due to biological
or environmental factors during storage. Traditional quality assessment techniques are often …

Identification and Classification of Coix seed Storage Years Based on Hyperspectral Imaging Technology Combined with Deep Learning

R Bai, J Zhou, S Wang, Y Zhang, T Nan, B Yang… - Foods, 2024 - mdpi.com
Developing a fast and non-destructive methodology to identify the storage years of Coix
seed is important in safeguarding consumer well-being. This study employed the utilization …

Combining near-infrared hyperspectral imaging and ANN for varietal classification of wheat seeds

A Sharma, T Singh, N Garg - 2022 Third International …, 2022 - ieeexplore.ieee.org
High-quality seeds have a positive effect on plant growth and crop yield. Varietal purity is
one of the critical quality parameters to evaluate the quality of the seeds. Presently, the …

Hyperspectral imaging combined with GA‐SVM for maize variety identification

F Zhang, M Wang, F Zhang, Y Xiong… - Food Science & …, 2024 - Wiley Online Library
The demand for identification of maize varieties has increased dramatically due to the
phenomenon of mixed seeds and inferior varieties pretending to be high‐quality varieties …

Integrating NIR Hyperspectral Techniques with Neural Network for Barley Seeds Classification

A Kumar, S Mahajan - … on Smart Systems for applications in …, 2024 - ieeexplore.ieee.org
Nondestructive identification of seed varieties from different origins is crucial in optimizing
crop improvement, plant growth, and advancement in breeding methods. Evaluating varietal …

ОПТИЧЕСКИЕ МЕТОДЫ ИССЛЕДОВАНИЯ ПОТОКОВ

ГВ Нестеров, АА Золотухина, АВ Гурылева… - Москва, 2023 - elibrary.ru
Сорта зерновых культур могут значительно различаться по питательной ценности,
посевным качествам и срокам хранения. Присутствие сортовых примесей в семенном …