Joint Banknote Recognition and Counterfeit Detection Using Explainable Artificial Intelligence [PDF]
Sensors, 2019 We investigated machine learning-based joint banknote recognition and counterfeit detection method. Unlike existing methods, since the proposed method simultaneously recognize banknote type and detect counterfeit detection, it is significantly faster ...
Miseon Han, Jeongtae Kim
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JaalTaka: A benchmark dataset for detecting counterfeit Bangladeshi banknotesMendeley Data [PDF]
Data in BriefThe 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
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Detection of counterfeit banknotes using genetic fuzzy system [PDF]
Journal of Fuzzy Extension and Applications, 2022 Due to developments in printing technology, the number of counterfeit banknotes is increasing every year. Finding an effective method to detect counterfeit banknotes is an important task in business.
Mahmut Dirik
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A Survey on Banknote Recognition Methods by Various Sensors [PDF]
Sensors, 2017 Despite a decrease in the use of currency due to the recent growth in the use of electronic financial transactions, real money transactions remain very important in the global market.
Ji Woo Lee +3 more
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Forgery Detection and Value Identification of Euro Banknotes [PDF]
Sensors, 2013 This paper describes both hardware and software components to detect counterfeits of Euro banknotes. The proposed system is also able to recognize the banknote values.
Sebastiano Battiato +3 more
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Annotated Peruvian banknote dataset for currency recognition and classification [PDF]
Data in Brief, 2023 The real-time detection of multinational banknotes remains an ongoing research challenge within the academic community. Numerous studies have been conducted to address the need for rapid and accurate banknote recognition, counterfeit detection, and ...
Nicolás Esleyder Caytuiro-Silva +4 more
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One- and Five-Ringgit Malaysia banknotes reader with counterfeit detection for visually impaired person using backlight mechanism and image processing techniques [version 2; peer review: 2 approved, 1 not approved] [PDF]
F1000Research, 2022 Visually impaired persons face challenges in running business activities, especially in handling banknotes. Malaysia researchers had proposed some Ringgit banknotes recognition systems to aid visually impaired persons recognize and classify Ringgit ...
Turki Khaled Salem +3 more
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Enhancing banknote authentication by guiding attention to security features and manipulating prevalence expectancy [PDF]
Cognitive Research, 2021 All banknotes have security features which are intended to help determine whether they are false or genuine. Typically, however, the general public has limited knowledge of where on a banknote these security features can be found. Here, we tested whether
Frank van der Horst +2 more
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Banknote authenticity is signalled by rapid neural responses [PDF]
Scientific Reports, 2022 Authenticating valuable objects is widely assumed to involve protracted scrutiny for detection of reproduction flaws. Yet, accurate authentication of banknotes is possible within one second of viewing, suggesting that rapid neural processes may underpin ...
Daniel B. Dodgson, Jane E. Raymond
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Dataset of Indian and Thai banknotes with annotations [PDF]
Data in Brief, 2022 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
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