OMR metrics and evaluation: a systematic review

Autor: William Wolff, Maicon A. Tibola, João G. Vitório, Carlos N. Silla, Luciano Mengarelli, Bruno Kostiuk
Rok vydání: 2019
Předmět:
Zdroj: Multimedia Tools and Applications. 79:6383-6408
ISSN: 1573-7721
1380-7501
Popis: Music is rhythm, timbre, tones, intensity and performance. Conventional Western Music Notation (CWMN) is used to generate Music Scores in order to register music on paper. Optical Music Recognition (OMR) studies techniques and algorithms for converting music scores into a readable format for computers. This work presents a systematic literature review (SLR) searching for metrics and methods of evaluation and comparing for OMR systems and algorithms. The most commonly used metrics on OMR works are described. A research protocol is elaborated and executed. From 802 publications found, 94 are evaluated. All results are organized and classified focusing on metrics, stages, comparisons, OMR datasets and related works. Although there is still no standard methodology for evaluating OMR systems, a good number of datasets and metrics are already available and apply to all the stages of OMR. Some of the analyzed works can give good directions for future works.
Databáze: OpenAIRE
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