What can artificial intelligence approaches bring to an improved and efficient harvesting and postharvest handling of date fruit (Phoenix dactylifera L.)? A review

Y Noutfia, E Ropelewska - Postharvest Biology and Technology, 2024 - Elsevier
Date fruit (Phoenix dactylifera L.) is known for its diversity in terms of genotypes that differ in
shape, color, texture, taste, and other physical and sensory attributes, in addition to …

DPXception: a lightweight CNN for image-based date palm species classification

M Safran, W Alrajhi, S Alfarhood - Frontiers in Plant Science, 2024 - frontiersin.org
Introduction Date palm species classification is important for various agricultural and
economic purposes, but it is challenging to perform based on images of date palms alone …

[HTML][HTML] Valorization of Date Fruit (Phoenix dactylifera L.) as a Potential Functional Food and Ingredient: Characterization of Fiber, Oligosaccharides, and Antioxidant …

Y Jaouhari, V Disca, P Ferreira-Santos… - Molecules, 2024 - mdpi.com
The fruit of the date tree (Phoenix dactylifera L.) is increasingly recognized for its nutritional
and functional value. This exotic fruit shows variable composition, influenced by factors such …

Autonomous smart palm tree harvesting with deep learning-enabled date fruit type and maturity stage classification

J Yousaf, Z Abuowda, S Ramadan, N Salam… - … Applications of Artificial …, 2025 - Elsevier
This work proposes an innovative autonomous system based on intelligent deep-transfer
learning for the sustainable harvesting of palm trees. The machine learning-based …

Categorization of dehydrated food through hybrid deep transfer learning techniques

SN Nobel, MAH Wadud, A Rahman, D Kundu… - Statistics, Optimization …, 2024 - iapress.org
The essentiality of categorizing dry foods plays a crucial role in maintaining quality control
and ensuring food safety for human consumption. The effectiveness and precision of …

Innovative Date Fruit Classifier Based on Scatter Wavelet and Stacking Ensemble

AA Al-Kharaz, ABA Alwahhab… - … and Innovation Journal, 2024 - hightechjournal.org
Dates are essential fruits loaded with vital nutrients that keep bones healthy and prevent
bone-related disorders. Approximately 8.46 million tons of different types of dates are …

Machine Learning Based Palm Farming: Harvesting and Disease Identification

SZ Khan, S Dhou, AR Al-Ali - IEEE Access, 2024 - ieeexplore.ieee.org
In the culturally and economically vital date palm sector of the Arab world, precise
assessment of fruit maturity, type, and disease is crucial for optimizing yield, quality, and …

Transfer learning and explainable artificial intelligence enhance the classification of date fruit varieties

N Zaki, H Singh, A Krishnan, A Alnaqbi… - … on Innovations in …, 2023 - ieeexplore.ieee.org
This study proposes a novel approach for the classification of date fruits using image
processing, convolutional neural networks (CNN), and explainable artificial intelligence (AI) …

Wavelet scattering transform and deep features for automated classification and grading of dates fruit

NS Russel, A Selvaraj - Journal of Ambient Intelligence and Humanized …, 2024 - Springer
Date fruit, a vital agricultural product in the Middle East area, is harvested annually in
millions of metric tons and is renowned for its abundant nutrients. With computer vision and …

Date Fruit Classification by Using Image Features Based on Machine Learning Algorithms

Ö Özaltın - Research in Agricultural Sciences, 2024 - dergipark.org.tr
The date fruit, scientifically known as Phoenix dactylifera, is a significant dietary component
due to its high nutritional value and abundance of essential vitamins and minerals. The …