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 +2 more
exaly +7 more sources
Euro Banknote Recognition System for Blind People [PDF]
Sensors, 2017 This paper presents the development of a portable system with the aim of allowing blind people to detect and recognize Euro banknotes. The developed device is based on a Raspberry Pi electronic instrument and a Raspberry Pi camera, Pi NoIR (No Infrared ...
Guillermo Peris Fajarnés +2 more
exaly +9 more sources
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 ...
Jeongtae Kim, Miseon Han
exaly +6 more sources
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 ...
Eveling Castro +2 more
exaly +6 more sources
A High Performance Banknote Recognition System Based on a One-Dimensional Visible Light Line Sensor [PDF]
Sensors, 2015 An algorithm for recognizing banknotes is required in many fields, such as banknote-counting machines and automatic teller machines (ATM). Due to the size and cost limitations of banknote-counting machines and ATMs, the banknote image is usually captured
Tuyen Danh Pham +2 more
exaly +5 more sources
Efficient Banknote Recognition Based on Selection of Discriminative Regions with One-Dimensional Visible-Light Line Sensor [PDF]
Sensors, 2016 Banknote papers are automatically recognized and classified in various machines, such as vending machines, automatic teller machines (ATM), and banknote-counting machines.
Tuyen Danh Pham +2 more
exaly +5 more sources
Fake Banknote Recognition Using Deep Learning [PDF]
Applied Sciences (Switzerland), 2021 Recently, some state-of-the-art works have used deep learning-based architectures, specifically convolutional neural networks (CNNs), for banknote recognition and counterfeit detection with promising results.
Diego Renza +2 more
exaly +5 more sources
The HMM-based banknote recognition system [PDF]
E3S Web of ConferencesIn order to satisfy the fast, accurate and high reliability of banknote image recognition, a banknote image recognition method based on hidden Markov models (MHH) is proposed in this paper.
Chang Liang, Vodka Oleksii
doaj +4 more sources
Robust and Effective Component-Based Banknote Recognition for the Blind [PDF]
IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, 2012 We develop a novel camera-based computer vision technology to automatically recognize banknotes for assisting visually impaired people. Our banknote recognition system is robust and effective with the following features: 1) high accuracy: high true recognition rate and low false recognition rate, 2) robustness: handles a variety of currency designs and
Yingli Tian
exaly +8 more sources
Machine Learning-Based Fast Banknote Serial Number Recognition Using Knowledge Distillation and Bayesian Optimization [PDF]
Sensors, 2019 We investigated a machine-learning-based fast banknote serial number recognition method. Unlike existing methods, the proposed method not only recognizes multi-digit serial numbers simultaneously but also detects the region of interest for the serial ...
Jeongtae Kim, Somi Chae
exaly +4 more sources