Application of multi-modal 2D and 3D imaging and analytical techniques to document and examine coins on the example of two Roman silver denarii

M Hess, LW MacDonald, J Valach - Heritage Science, 2018 - Springer
This case study is applying imaging and analytical techniques from multiple scientific
disciplines to digitise coins and evaluate 3D multi-modal visualisation. Two ancient Roman …

Deep ancient Roman Republican coin classification via feature fusion and attention

H Anwar, S Anwar, S Zambanini, F Porikli - Pattern Recognition, 2021 - Elsevier
We perform the classification of ancient Roman Republican coins via recognizing their
reverse motifs where various objects, faces, scenes, animals, and buildings are minted …

Two sides of the same coin: Improved ancient coin classification using Graph Transduction Games

S Aslan, S Vascon, M Pelillo - Pattern Recognition Letters, 2020 - Elsevier
In this work we tackle the problem of automatic recognition of ancient coin types using a
semisupervised learning method, namely Graph Transduction Games. Such problem is …

Images of Roman imperial denarii: A curated data set for the evaluation of computer vision algorithms applied to ancient numismatics, and an overview of challenges …

O Arandjelović, M Zachariou - Sci, 2020 - mdpi.com
Automatic ancient Roman coin analysis only recently emerged as a topic of computer
science research. Nevertheless, owing to its ever-increasing popularity, the field is already …

Ancient coin classification using reverse motif recognition: Image-based classification of roman republican coins

H Anwar, S Zambanini, M Kampel… - IEEE Signal …, 2015 - ieeexplore.ieee.org
We propose a holistic system to classify ancient Roman Republican coins based on their
reverse-side motifs. The bag-of-visual-words (BoW) model is enriched with spatial …

A deep learning approach to classify country and value of modern coins

S Cirillo, G Solimando, L Virgili - Neural Computing and Applications, 2024 - Springer
Abstract The use of Artificial Intelligence (AI) to preserve and promote cultural heritage has
experienced significant growth in recent years. Among the various areas of cultural heritage …

Low-complexity arrays of patch signature for efficient ancient coin retrieval

F Lardeux, P Gomez-Krämer, S Marchand - Pattern Analysis and …, 2024 - Springer
We present a new recognition framework for ancient coins struck from the same die. It is
called Low-complexity Arrays of Patch Signatures. To overcome the problem of illumination …

[PDF][PDF] Ancient coin classification based on recent trends of deep learning.

S Manzoor, N Ali, M Raees, KA Khan, MU Ayub… - VIPERC, 2022 - researchgate.net
Automatic ancient coin classification based on pattern recognition is an open research
problem. Ancient coins have significant value in cultural heritage and the originality of coins …

Towards Low-Cost Classification for Novel Fine-Grained Datasets

A Anwar, H Anwar, S Anwar - Electronics, 2022 - mdpi.com
Fine-grained categorization is an essential field in classification, a subfield of object
recognition that aims to differentiate subordinate classes. Fine-grained image classification …

Automatic classification of ceramic sherds with relief motifs

T Debroutelle, S Treuillet, A Chetouani… - Journal of …, 2017 - spiedigitallibrary.org
A large corpus of ceramic sherds dating from the High Middle Ages has been extracted in
Saran (France). The sherds have an engraved frieze made by the potter with a carved …