Recent advancements in fruit detection and classification using deep learning techniques

CC Ukwuoma, Q Zhiguang… - Mathematical …, 2022 - Wiley Online Library
Recent advances in computer vision have allowed broad applications in every area of life,
and agriculture is not left out. For the agri‐food industry, the use of advanced technology is …

Harnessing big data analytics for healthcare: A comprehensive review of frameworks, implications, applications, and impacts

A Ahmed, R Xi, M Hou, SA Shah, S Hameed - IEEE Access, 2023 - ieeexplore.ieee.org
Big Data Analytics (BDA) has garnered significant attention in both academia and industries,
particularly in sectors such as healthcare, owing to the exponential growth of data and …

Fruit image classification model based on MobileNetV2 with deep transfer learning technique

Y Gulzar - Sustainability, 2023 - mdpi.com
Due to the rapid emergence and evolution of AI applications, the utilization of smart imaging
devices has increased significantly. Researchers have started using deep learning models …

[HTML][HTML] Development of image recognition software based on artificial intelligence algorithm for the efficient sorting of apple fruit

M Yang, P Kumar, J Bhola, M Shabaz - International Journal of System …, 2022 - Springer
Manual sorting of fruits was considered as a significant challenging for agricultural sector as
it is a laborious task and may also lead to inconsistency in the classification. In order to …

Fruit classification using attention-based MobileNetV2 for industrial applications

TB Shahi, C Sitaula, A Neupane, W Guo - Plos one, 2022 - journals.plos.org
Recent deep learning methods for fruits classification resulted in promising performance.
However, these methods are with heavy-weight architectures in nature, and hence require a …

[HTML][HTML] Real-time visual inspection system for grading fruits using computer vision and deep learning techniques

N Ismail, OA Malik - Information Processing in Agriculture, 2022 - Elsevier
Traditional manual visual grading of fruits has been one of the important challenges faced
by the agricultural industry due to its laborious nature as well as inconsistency in inspection …

DenseNet-201 and Xception pre-trained deep learning models for fruit recognition

F Salim, F Saeed, S Basurra, SN Qasem… - Electronics, 2023 - mdpi.com
With the dramatic increase of the global population and with food insecurity increasing, it
has become a major concern for both individuals and governments to fulfill the need for …

[PDF][PDF] Fruit Image Classification Using Deep Learning.

HS Gill, OI Khalaf, Y Alotaibi… - … , Materials & Continua, 2022 - cdn.techscience.cn
Fruit classification is found to be one of the rising fields in computer and machine vision.
Many deep learning-based procedures worked out so far to classify images may have some …

Analysis of visual features and classifiers for Fruit classification problem

S Ghazal, WS Qureshi, US Khan, J Iqbal… - … and Electronics in …, 2021 - Elsevier
Abstract Analysis of visual cues for fruit classification and sorting allows to automate the
visual inspection and packaging process in agricultural applications that is performed so far …

An automated hyperparameter tuning recurrent neural network model for fruit classification

K Shankar, S Kumar, AK Dutta, A Alkhayyat… - Mathematics, 2022 - mdpi.com
Automated fruit classification is a stimulating problem in the fruit growing and retail industrial
chain as it assists fruit growers and supermarket owners to recognize variety of fruits and the …