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 …

Coarse-grained ancient coin classification using image-based reverse side motif recognition

H Anwar, S Zambanini, M Kampel - Machine Vision and Applications, 2015 - Springer
In this paper, we propose a novel approach for the image-based classification of ancient
coins by recognizing motifs minted on their reverse sides. Reverse motif recognition is …

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 …

Classifying ancient coins by local feature matching and pairwise geometric consistency evaluation

S Zambanini, A Kavelar… - 2014 22nd International …, 2014 - ieeexplore.ieee.org
Classification of ancient coins is a substantial part of numismatic research which needs a
large amount of expert knowledge due to the high number of classes to be considered. In …

Unsupervised statistical learning for die analysis in ancient numismatics

A Heinecke, E Mayer, A Natarajan, Y Jung - arXiv preprint arXiv …, 2021 - arxiv.org
Die analysis is an essential numismatic method, and an important tool of ancient economic
history. Yet, manual die studies are too labor-intensive to comprehensively study large …

Supporting ancient coin classification by image-based reverse side symbol recognition

H Anwar, S Zambanini, M Kampel - … Analysis of Images and Patterns: 15th …, 2013 - Springer
Coins and currency are studied in the field of Numismatics. Our aim in this article is to use
the knowledge of Numismatics for the development of part of a framework for the visual …

Ancient coin recognition based on spatial coding

J Kim, V Pavlovic - 2014 22nd International Conference on …, 2014 - ieeexplore.ieee.org
Roman coins play an important role to understand the Roman empire because they convey
rich information about key historical events of the time. Moreover, as large amounts of coins …

Improving ancient roman coin classification by fusing exemplar-based classification and legend recognition

S Zambanini, A Kavelar, M Kampel - New Trends in Image Analysis and …, 2013 - Springer
In this paper we present an image-based classification method for ancient Roman
Republican coins that uses multiple sources of information. Exemplar-based classification …