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A Banknote Orientation Recognition Method with BP Network
2009 WRI Global Congress on Intelligent Systems, 2009A banknote orientation recognition method is introduced in the paper. In order to avoid dealing with large numbers of image pixels and reduce calculation, the banknote image is divided into several blocks. And then, neural network is applied to establish a universal recognition method.
Qinghong Wu +4 more
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The design of HMM-based banknote recognition system
2009 IEEE International Conference on Intelligent Computing and Intelligent Systems, 2009The banknote recognition system based on hidden Markov models (HMM) is proposed. It is based on the empirical risk minimization (ERM) principle. Image preprocessing includes brightness equalization and tilt correction. In order to satisfy the high speed and reliability of the banknote processing system, the grid segmentation is used for features ...
null Gai Shan +3 more
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Multi-class SVM based gradient feature for banknote recognition
2017 IEEE International Conference on Industrial Technology (ICIT), 2017Banknote recognition system is the focus of different image processing and pattern recognition research. With the improvement in modern-day banking operations, automated systems for banknote recognition have become pertinent. Recognition of banknotes is a challenging task as banknotes can suffer from defects and images get distorted during acquisition,
Tamarafinide V. Dittimi +2 more
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Real-Time Recognition of Series Seven New Zealand Banknotes
International Journal of Digital Crime and Forensics, 2018This article proposes an effective method for real-time banknote recognition, using digital image processing. The new Series 7 New Zealand banknotes are considered, as a case study, for intelligent real-time recognition. The composite feature of a banknote containing the elements of color and texture is extracted, and a three-layer back-propagation ...
Yueqiu Ren +2 more
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New and Old Banknote Recognition Based on Convolutional Neural Network
Proceedings of the 2018 1st International Conference on Mathematics and Statistics, 2018Recognition for new and old currency is a key function of the paper currency sorter. How to discriminate unfitness banknotes which became rough and fuzzy, even be damaged is an important task in financial institution. Different from traditional fitness banknote recognition based on extracting feature manually, a method based on convolutional neural ...
Yongjiao Liu, Jianbiao He, Min Li
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New recognition algorithm for various kinds of Euro banknotes
IECON'03. 29th Annual Conference of the IEEE Industrial Electronics Society (IEEE Cat. No.03CH37468), 2004Counters for the various kinds of banknotes require high-speed distinctive point extraction and recognition. In this paper, we propose a new point extraction and recognition algorithm for banknotes. For distinctive point extraction we use a coordinate data extraction method from specific parts of a banknote representing the same color.
null Jae-Kang Lee, null Il-Hwan Kim
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Hybrid discriminative models for banknote recognition and anti-counterfeit
2018 5th NAFOSTED Conference on Information and Computer Science (NICS), 2018Nowadays, advanced technology has played an important task in circulation of anti-counterfeit notes economy. It is essential that requires an efficient solution to detect fake banknotes. This paper proposes an approach for recognition of paper currency based fundamental image processing using deep learning for feature extraction and recognition.
Van-Dung Hoang, Hoang-Thanh Vo
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A Study on the Korean Banknote Recognition Using RGB and UV Information
2009Since the utilization of finance self-service is getting increment, bank and financial institutions has provided various services using automatic banking systems. For better efficiency of utilization of automatic banking system, banknote recognition, performing banknote classification and counterfeit detection, is getting more important.
Seung-Hoon Chae +2 more
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Interactive Banknotes Recognition for the Visual Impaired With Wearable Assistive Devices
2016In this paper, we develop a new system, named WVIAS (Wearable Vision Impaired Assistive System), using camera-based computer vision technology to recognize banknote in natural scene aim to help visually impaired people. WVIAS is made up of two mainly parts.
Dian Huang +2 more
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Indian Banknote Recognition using Convolutional Neural Network
2018 3rd International Conference On Internet of Things: Smart Innovation and Usages (IoT-SIU), 2018This paper presents a deep learning-based method for identification of denominations of Indian Currency Rupee notes from their color images. A classification framework has been implemented using the concept of transfer learning where a large convolutional neural network pre-trained on millions of natural images is employed for classification of images ...
Shubham Mittal, Shiva Mittal
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