[HTML][HTML] Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment

VM Vargas, PA Gutiérrez, R Rosati, L Romeo… - Computers in …, 2023 - Elsevier
In the last years, multiple quality control tasks consist in classifying some items based on
their aesthetic characteristics (aesthetic quality control, AQC), where usually the aspect of …

Towards robotic marble resin application: crack detection on marble using deep learning

E Vrochidou, GK Sidiropoulos, AG Ouzounis… - Electronics, 2022 - mdpi.com
Cracks can occur on different surfaces such as buildings, roads, aircrafts, etc. The manual
inspection of cracks is time-consuming and prone to human error. Machine vision has been …

Hand-crafted and learned feature aggregation for visual marble tiles screening

GK Sidiropoulos, AG Ouzounis, GA Papakostas… - Journal of …, 2022 - mdpi.com
An important factor in the successful marketing of natural ornamental rocks is providing sets
of tiles with matching textures. The market price of the tiles is based on the aesthetics of the …

[HTML][HTML] Granite classification using machine learning and edge computing

M Karanam, KC Nagaraju - F1000Research, 2022 - ncbi.nlm.nih.gov
Background: The outlook and the aura of any place are highly dependent on how a place is
decorated and what materials are used in designing it. Granite is such a kind of rock which is …

RGB and Thermal Image Analysis for Marble Crack Detection with Deep Learning

E Vrochidou, GK Sidiropoulos, AG Ouzounis… - … on Paradigms of …, 2023 - Springer
Surface damage identification implies visual inspection, which is traditionally performed
manually with the bare eye. The latter is a time-consuming and error-prone process …

Automated Classification of Marble Types Using Texture Features and Neural Networks: A Robust Approach for Enhanced Accuracy and Reproducibility

A Elsaied, OB Abouelatta, M Aboueleaz - International Conference on …, 2024 - Springer
The automatic classification of marble is a challenging task that requires a combination of
image processing, texture analysis, and machine learning techniques. However, the …

Marble Quality Assessment with Deep Learning Regression

AG Ouzounis, G Taxopoulos… - … Computing in Data …, 2021 - ieeexplore.ieee.org
Natural rock tile classification, with the use of computer vision and machine learning
techniques, is a methodology well documented in academic literature. The broad variety of …

Exploiting Deep Metric Learning for Mable Quality Assessment with Small and Imbalanced Image Data

GK Sidiropoulos, AG Ouzounis… - 2021 IEEE 12th …, 2021 - ieeexplore.ieee.org
The classification of ornamental dolomitic marble stone tiles has been an issue in the past
years, even more so according to their aesthetical criteria. Quality control and product …

The Role of Value Engineering Job Plan in Prioritizing Finishing Flooring Selection Criteria

SH Zaki, AG Hagag - JES. Journal of Engineering Sciences, 2023 - journals.ekb.eg
Recently, finishing flooring requirements have been paid attention to construction projects.
In learning spaces, especially drawing halls, finishing floor selection is one of the major …

Designing the system for detecting unsuitable marble stones for an industrial process using convolutional neural networks

S Ivan, D Shilin - 2023 5th International Youth Conference on …, 2023 - ieeexplore.ieee.org
To the actual date, computer vision and neural network data analysis are actively
developing and finding more and more applications in the industrial control engineering …