2026-04-17T06:22:11Zhttps://recercat.cat/oai/requestoai:recercat.cat:10230/427722025-12-26T11:27:48Zcom_2072_6col_2072_452952
RECERCAT
author
Falcao, Felipe
author
Bozkurt, Baris
author
Serra, Xavier
author
Andrade, Nazareno
author
Baysal, Ozan
2019-11-07T10:08:40Z2019-11-07T10:08:40Z2019
Comunicació presentada a: 20th annual conference of the International Society for Music Information Retrieval (ISMIR) celebrat del 4 al 8 de novembre de 2019 a Delft, Països Baixos.This work presents a novel dataset comprised of audio and
jury evaluations for rhythmic pattern reproduction performances by students applying for a conservatory. Data was
collected in-loco during entrance exams where students
were asked to imitate a set of rhythmic patterns played by
teachers. In addition to the pass or fail grades provided
by the members of the jury during the exam sessions, a
subset of the data was also evaluated by external annotators on a 4-level scale. A baseline automatic assessment
system is presented to demonstrate the usefulness of the
dataset. Preliminary results deliver an accuracy of 76% for
a simple pass/fail logistic regression classifier and a mean
average error of 0.59 for a linear regression grade estimator. The implementation is also made publicly available to
serve as baseline for alternative assessments systems that
may leverage the dataset.This work was conducted during a visiting scholar period at Universitat Pompeu Fabra, sponsored by the Capes
Foundation within the Ministry of Education, Brazil (grant
n. 88881.189929/2018-01). The dataset was collected during a project funded by the Scientific and Technological
Research Council of Turkey, TUBITAK, Grant [215K017].
© Licensed under a Creative Commons Attribution 4.0
International License (CC BY 4.0). Attribution: . “A dataset of rhythmic pattern reproductions and baseline automatic assessment system”,
20th International Society for Music Information Retrieval Conference,
Delft, The Netherlands, 2019. https://creativecommons.org/licenses/by/4.0/ info:eu-repo/semantics/openAccess
A Dataset of rhythmic pattern reproductions and baseline automatic assessment system
info:eu-repo/semantics/conferenceObject info:eu-repo/semantics/publishedVersion