Automatic fruits freshness classification using CNN and transfer learning

U Amin, MI Shahzad, A Shahzad, M Shahzad, U Khan… - Applied Sciences, 2023 - mdpi.com
Fruit Freshness categorization is crucial in the agriculture industry. A system, which precisely
assess the fruits' freshness, is required to save labor costs related to tossing out rotten fruits …

Grading methods for fruit freshness based on deep learning

Y Fu, M Nguyen, WQ Yan - SN Computer Science, 2022 - Springer
Fruit freshness grading is an innate ability of humans. However, there was not much work
focusing on creating a fruit grading system based on digital images in deep learning. The …

Fruits and Vegetables Freshness Categorization Using Deep Learning.

LG Fahad, SF Tahir, U Rasheed… - Computers …, 2022 - search.ebscohost.com
The nutritional value of perishable food items, such as fruits and vegetables, depends on
their freshness levels. The existing approaches solve a binary class problem by classifying a …

FruitQ: a new dataset of multiple fruit images for freshness evaluation

OO Abayomi-Alli, R Damaševičius, S Misra… - Multimedia Tools and …, 2024 - Springer
Application of artificial intelligence methods in agriculture is gaining research attention with
focus on improving planting, harvesting, post-harvesting, etc. Fruit quality recognition is …

Ensemble of multi-task deep convolutional neural networks using transfer learning for fruit freshness classification

J Kang, J Gwak - Multimedia Tools and Applications, 2022 - Springer
Automatic classification of fruit freshness plays an important role in the agriculture industry.
In this work, we propose an ensemble model that combines the bottleneck features of two …

Freshness classification of hog plum fruit using deep learning

VR Arunachalaeshwaran, HF Mahdi… - … congress on human …, 2022 - ieeexplore.ieee.org
Automatic freshness classification of fruits and veg-etables is an active area of research in
the modern era. In order to maintain and preserve the grade quality of the fruits, the need to …

Determining the freshness of fruits in the food industry by image classification using transfer learning

A Kazi, SP Panda - Multimedia Tools and Applications, 2022 - Springer
Convolutional neural networks (CNNs) play a significant role in a number of computer vision
applications like image classification and object detection. Past studies have focused on the …

A comparative analysis on fruit freshness classification

D Karakaya, O Ulucan, M Turkan - 2019 innovations in …, 2019 - ieeexplore.ieee.org
Automatic classification of food freshness plays a significant role in the food industry. Food
spoilage detection from production to consumption stages needs to be performed minutely …

[PDF][PDF] Classification of fruits using convolutional neural network and transfer learning models

R Pathak, H Makwana - Journal of Management Information and …, 2021 - researchgate.net
Automated categorization of freshness of fruits plays pivotal role in the agricultural industry.
In conventional method, the grading of fruit is assessed by human being. This method is …

Fruit quality assessment with densely connected convolutional neural network

MS Morshed, S Ahmed, T Ahmed… - … on Electrical and …, 2022 - ieeexplore.ieee.org
Accurate recognition of food items along with quality assessment is of paramount
importance in the agricultural industry. Such automated systems can speed up the wheel of …