RT Conference Proceedings T1 Estimation of the direction of strokes and arpegios A1 Barbancho-Pérez, Isabel A1 Tzanetakis, George A1 Tardón-García, Lorenzo José A1 Driessen, Peter F. A1 Barbancho-Pérez, Ana María K1 Música - Proceso de datos AB Whenever a chord is played in a musical instrument, the notes are not commonly played at the same time. Actually, in some instruments, it is impossible to trigger multiple notes simultaneously. In others, the player can consciously select the order of the sequence of notes to play to create a chord. In either case, the notes in the chord can be played very fast, and they can be played from the lowest to the highest pitch note (upstroke) or from the highest to the lowest pitch note (downstroke). In this paper, we describe a system to automatically estimate the direction of strokes and arpeggios from audio recordings. The proposed system is based on the analysis of the spectrogram to identify meaningful changes. In addition to the estimation of the up or down stroke direction, the proposed method provides information about the number of notes that constitute the chord, as well as the chord playing speed. The system has been tested with four different instruments: guitar, piano, autoharp and organ. YR 2014 FD 2014-11-05 LK http://hdl.handle.net/10630/8370 UL http://hdl.handle.net/10630/8370 LA eng NO Universidad de Málaga. Campus de Excelencia Internacional Andalucía Tech. This work has been funded by the Ministerio de Economía y Competitividad of the Spanish Government under Project No. TIN2013-47276-C6-2-R, by the Junta de Andalucía under Project No. P11-TIC-7154 and by the Ministerio de Educación, Cultura y Deporte through the Programa Nacional de Movilidad de Recursos Humanos del Plan Nacional de I-D+i 2008- 2011. DS RIUMA. Repositorio Institucional de la Universidad de Málaga RD 19 ene 2026