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Coins are frequently used in everyday life at various places like in banks, grocery stores, supermarkets, automated weighing machines, vending machines etc. So, there is a basic need to automate the counting and sorting of coins. For this…

Computer Vision and Pattern Recognition · Computer Science 2013-12-24 Shatrughan Modi , Dr. Seema Bawa

The analyses of ancient coins, and especially the identification of those struck with the same die, provides invaluable information for archaeologists and historians. Nowadays, these die links are identified manually, which makes the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Patrice Labedan , Nicolas Drougard , Alexandre Berezin , Guowei Sun , Francis Dieulafait

In recent years, a range of problems within the broad umbrella of automatic, computer vision based analysis of ancient coins has been attracting an increasing amount of attention. Notwithstanding this research effort, the results achieved…

Computer Vision and Pattern Recognition · Computer Science 2019-03-15 Jessica Cooper , Ognjen Arandjelovic

Die studies are fundamental to quantifying ancient monetary production, providing insights into the relationship between coinage, politics, and history. The process requires tedious manual work, which limits the size of the corpora that can…

Computer Vision and Pattern Recognition · Computer Science 2024-07-31 Clément Cornet , Héloïse Aumaître , Romaric Besançon , Julien Olivier , Thomas Faucher , Hervé Le Borgne

Authors of scientific articles use coins in photographs as a size reference for objects. For this purpose, coins are placed next to objects when taking the photo. In this letter we propose a novel method that uses artificial intelligence…

Computer Vision and Pattern Recognition · Computer Science 2023-01-13 Gerald Artner

The recognition and clustering of coins which have been struck by the same die is of interest for archeological studies. Nowadays, this work can only be performed by experts and is very tedious. In this paper, we propose a method to…

Computer Vision and Pattern Recognition · Computer Science 2020-05-13 Sofiane Horache , Jean-Emmanuel Deschaud , François Goulette , Katherine Gruel , Thierry Lejars

Clustering coins with respect to their die is an important component of numismatic research and crucial for understanding the economic history of tribes (especially when literary production does not exist, in celtic culture). It is a very…

Computer Vision and Pattern Recognition · Computer Science 2021-10-01 Sofiane Horache , Jean-Emmanuel Deschaud , François Goulette , Katherine Gruel , Thierry Lejars , Olivier Masson

We address a well-known problem in combinatorics involving the identification of counterfeit coins with a systematic approach. The methodology can be applied to cases where the total number of coins is exceedingly large such that brute…

Combinatorics · Mathematics 2009-05-04 Eldin Wee Chuan Lim

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 coinages such as those of the Roman Empire. We address this…

Computer Vision and Pattern Recognition · Computer Science 2021-12-02 Andreas Heinecke , Emanuel Mayer , Abhinav Natarajan , Yoonju Jung

In this work we investigate the application of advanced object detection techniques to digital numismatics, focussing on the analysis of historical coins. Leveraging models such as Contrastive Language-Image Pre-training (CLIP), we develop…

Computer Vision and Pattern Recognition · Computer Science 2024-12-30 Rafael Cabral , Maria De Iorio , Andrew Harris

ACCADIL is a project that led to the development of software tools for the identification of coin die links from coin photographs. It provides a computational algorithm based on computer vision and classification techniques, along with an…

Human-Computer Interaction · Computer Science 2025-11-10 Patrice Labedan , Nicolas Drougard

Recognizing the type of an ancient coin requires theoretical expertise and years of experience in the field of numismatics. Our goal in this work is automatizing this time consuming and demanding task by a visual classification framework.…

Computer Vision and Pattern Recognition · Computer Science 2018-10-03 Sinem Aslan , Sebastiano Vascon , Marcello Pelillo

In this paper, we will present an algorithm to resolve the counterfeit coins problem in the case that the number of false coins is unknown in advance.

Combinatorics · Mathematics 2010-04-06 An-Ping Li

Fake coin problems using balance scales to identify one fake coin and its type among n coins (n > 2) were solved by Dyson in 1946. Dyson gave adaptive solutions with the minimum number of weighings where later weighings may be dependent on…

Data Structures and Algorithms · Computer Science 2023-06-21 Takehiro Tokuda , Yoshimichi Watanabe

A statistical algorithm for categorizing different types of matches and fraud in image databases is presented. The approach is based on a generative model of a graph representing images and connections between pairs of identities, trained…

Computer Vision and Pattern Recognition · Computer Science 2017-06-21 Gaurav Thakur

In this paper, we propose a novel method to find characteristic landmarks on ancient Roman imperial coins using deep convolutional neural network models (CNNs). We formulate an optimization problem to discover class-specific regions while…

Computer Vision and Pattern Recognition · Computer Science 2017-03-08 Jongpil Kim , Vladimir Pavlovic

In this paper we propose a bayesian approach for near-duplicate image detection, and investigate how different probabilistic models affect the performance obtained. The task of identifying an image whose metadata are missing is often…

Computer Vision and Pattern Recognition · Computer Science 2021-08-23 Lucas Moutinho Bueno , Eduardo Valle , Ricardo da Silva Torres

Indian currency coins come in a variety of denominations. Off all the varieties Rs.1, RS.2, and Rs.5 have similar diameters. Majority of the coin styles in market circulation for denominations of Rs.1 and Rs.2 coins are nearly the same…

Computer Vision and Pattern Recognition · Computer Science 2023-06-12 Keyur D. Joshi , Dhruv Shah , Varshil Shah , Nilay Gandhi , Sanket J. Shah , Sanket B. Shah

Automatic authentication of paper money has been targeted. Indian bank notes are taken as reference to show how a system can be developed for discriminating fake notes from genuine ones. Image processing and pattern recognition techniques…

Computer Vision and Pattern Recognition · Computer Science 2015-06-09 Ankush Roy , Biswajit Halder , Utpal Garain , David S. Doermann

In the past few years, the number of fine-art collections that are digitized and publicly available has been growing rapidly. With the availability of such large collections of digitized artworks comes the need to develop multimedia systems…

Computer Vision and Pattern Recognition · Computer Science 2015-05-06 Babak Saleh , Ahmed Elgammal
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