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http://dx.doi.org/10.9708/jksci.2016.21.9.019

Guitar Tab Digit Recognition and Play using Prototype based Classification  

Baek, Byung-Hyun (Dept. of Development, Ksign)
Lee, Hyun-Jong (Dept. of Computer Science, Dankook University)
Hwang, Doosung (Dept. of Computer Science, Dankook University)
Abstract
This paper is to recognize and play tab chords from guitar musical sheets. The musical chord area of an input image is segmented by changing the image in saturation and applying the Grabcut algorithm. Based on a template matching, our approach detects tab starting sections on a segmented musical area. The virtual block method is introduced to search blanks over chord lines and extract tab fret segments, which doesn't cause the computation loss to remove tab lines. In the experimental tests, the prototype based classification outperforms Bayesian method and the nearest neighbor rule with the whole set of training data and its performance is similar to that of the support vector machine. The experimental result shows that the prediction rate is about 99.0% and the number of selected prototypes is below 3.0%.
Keywords
fret digit recognition; segmentation; virtual block; nearest neighbor rule; prototype selection;
Citations & Related Records
Times Cited By KSCI : 6  (Citation Analysis)
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