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Haar-SVM for Real-time Banknotes Recognition

Authors: Yifeng Liu;

Haar-SVM for Real-time Banknotes Recognition

Abstract

Haar wavelet is the simplest possible wavelet, and Support Vector Machine (SVM) is an efiective classifler. This paper proposes a new method that combines the Haar wavelet and SVM for the flrst time to solve the problem of small denomination banknotes recognition with small computations, real timing and excellent performance. The key idea of this method is to extract the waveform features and transform them to the digitalize support vectors with flxed length. We illustrate our method on a dataset that comprises 220,000 samples of 2,200 difierent banknotes, and the approach achieves an average recognition rate of 99.9877%. The experimental results show our method is also simple, fast and robust. Our method has been applied in JBYD-8801A RMB-banknote counter.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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