Hazelnuts classification by hyperspectral imaging coupled with variable selection methods

G Bonifazi, G Capobianco… - … and Food Quality …, 2021 - spiedigitallibrary.org
… ) with the highest level of efficiency in full spectrum mode (… and implement hazelnut sorting
and/or quality control strategies. … and Serranti, S., “Short wave infrared hyperspectral imaging

Hyperspectral imaging technology for quality and safety evaluation of horticultural products: A review and celebration of the past 20-year progress

Y Lu, W Saeys, M Kim, Y Peng, R Lu - Postharvest Biology and Technology, 2020 - Elsevier
sorting machine, for the detection of fecal contamination and surface defects on apples using
… apple bruise detection using short-wave infrared (SWIR) hyperspectral imaging in real-time…

[HTML][HTML] THz Data Analysis and Self-Organizing Map (SOM) for the Quality Assessment of Hazelnuts

M Greco, S Giarnetti, E Giovenale, A Taschin… - Applied Sciences, 2024 - mdpi.com
… However, the possibility to sort the hazelnut when still intact is fundamental for the food
industry. Furthermore, the RGB method, being a surface analysis, cannot detect hidden defects …

Hyperspectral imaging and machine learning for automatic food quality inspection

M DI RAIMONDO - 2020 - politesi.polimi.it
… application of Hyperspectral Imaging and Machine Learning for the quality analysis … Data
was acquired by means of a push-broom Hyperspectral camera produced … analysis and sorting. …

[HTML][HTML] Chestnut cultivar identification through the data fusion of sensory quality and FT-NIR spectral data

P Corona, MT Frangipane, R Moscetti, G Lo Feudo… - Foods, 2021 - mdpi.com
… [26] demonstrated the feasibility of using both conventional and imaging NIR spectroscopy
for the detection of unsound chestnuts in comparison with the traditional sorting technique. …

Rapid discrimination of Turkish commercial hazelnut (Corylus avellana L.) varieties using Near-Infrared Spectroscopy and chemometrics

H Ayvaz, R Temizkan, HE Genis, M Mortas… - Vibrational …, 2022 - Elsevier
… We also evaluated the ATR-FT-IR spectroscopy to collect the spectra of the hazelnut
Hazelnut quality sorting using high dynamic range short-wave infrared hyperspectral imaging

Imaging techniques for quality assessment of spices and nuts

L Kumari, M Sharma, G Deshmukh - Handbook of Research on …, 2021 - taylorfrancis.com
… (high dynamic range) hyperspectral imaging is used to categorize the shelled hazelnut (…
A short-wave infrared (SWIR) camera with other basic components, linear translation stage (…

[HTML][HTML] Variety identification of Chinese Walnuts using hyperspectral imaging combined with chemometrics

H Jiang, L Ye, X Li, M Shi - Applied Sciences, 2021 - mdpi.com
hyperspectral imaging (HSI) technique to accurately identify and visualize Chinese walnut
varieties. Hyperspectral images … of Lin’an variety were acquired in range of 400–1000 nm. …

Rancidity and moisture estimation in shelled almond kernels using NIR hyperspectral imaging and chemometric analysis

BK Panda, G Mishra, WA Ramirez, H Jung… - Journal of Food …, 2022 - Elsevier
hyperspectral images of almond samples were acquired by using a short-wave infrared (SWIR)
hyperspectral imaging … to each hyperspectral image cube before spectral data extraction. …

Classification of hazelnut kernels with deep learning

Z Ünal, H Aktaş - Postharvest Biology and Technology, 2023 - Elsevier
… but has higher accuracy scores. As the aim of the study is to achieve high accuracy and
applicability in hazelnut sorting, the structures such as InceptionV3 and EfficientNet with high test …