Banknote recognition: investigating processing and cognition framework using competitive neural network. [PDF]
Humans are apt at recognizing patterns and discovering even abstract features which are sometimes embedded therein. Our ability to use the banknotes in circulation for business transactions lies in the effortlessness with which we can recognize the different banknote denominations after seeing them over a period of time. More significant is that we can
Oyedotun OK, Khashman A.
europepmc +5 more sources
Vision Based Banknote Recognition System
: People who are visually impaired face great difficulties in recognizing banknotes for day-to-day transactions as the texture and shape of many banknotes are very similar. Also, the Indian currency system does not have a separate banknote in circulation
R. S
semanticscholar +2 more sources
Dataset of Indian and Thai banknotes with annotations [PDF]
Multinational banknote detection in real time environment is the open research problem for the research community. Several studies have been conducted for providing solution for fast and accurate recognition of banknotes, detection of counterfeit ...
Vidula Meshram +2 more
doaj +2 more sources
ANALISIS PERBANDINGAN ALGORITMA CLASSIFICATION UNTUK AUTHENTICATION UANG KERTAS (STUDI KASUS: BANKNOTE AUTHENTICATION) [PDF]
Uang merupakan alat transaksi yang digunakan untuk proses pertukaran barang dan jasa. Peredaran uang palsu dari tahun ke tahun terus mengalami peningkatan.
Khairul Sani +2 more
doaj +3 more sources
JaalTaka: A benchmark dataset for detecting counterfeit Bangladeshi banknotesMendeley Data [PDF]
The rapid spread of counterfeit currency threatens global economic stability by undermining public confidence and distorting financial systems. These challenges are particularly severe in cash-dependent economies, where reduced trust in paper currency ...
Bibhas Roy Chowdhury Piyas +4 more
doaj +2 more sources
BanglaTaka: A dataset for classification of Bangladeshi banknotesMendeley Data [PDF]
Automated classification of banknotes is essential for financial security and e-transaction systems. Conventional manual authentication is time-consuming and error-prone, which necessitates automated systems.
Md. Naimul Islam Nuhash, Sadia Akter
doaj +2 more sources
Brazilian Banknote Recognition Based on CNN for Blind People
: This paper presents an approach based on computer vision techniques for the recognition of Brazilian ban-knotes. The methods for identifying banknotes, proposed by the Brazilian Central Bank, are unsafe due to intense banknote damage to their original ...
Odalisio Neto +3 more
semanticscholar +2 more sources
Banknote Recognition for Visually Impaired People (Case of Ethiopian note) [PDF]
Currency is used almost everywhere to facilitate business. In most developing countries, especially the ones in Africa, tangible notes are predominantly used in everyday financial transactions. One of these countries, Ethiopia, is believed to have one of
Nuredin Ali Abdelkadir
semanticscholar +3 more sources
BANKNOTE RECOGNITION SYSTEM FOR VISUALLY IMPAIRED PEOPLE [PDF]
Paper currency recognition is one of the most important needs for visually impaired people to deal with different life circumstances . In this paper a layered framework is developed in which an Egyptian banknote recognition system is given.
A. Orabi +2 more
semanticscholar +2 more sources
KZ-BD: Dataset of Kazakhstan banknotes with annotations [PDF]
The field of deep learning is rapidly advancing and impacting various industries, including banking. However, there are still challenges when it comes to accurately identifying the denomination of currencies, especially when dealing with issues like ...
Ualikhan Sadyk +3 more
doaj +2 more sources

