Automatic music transcription, a central topic in music signal analysis, is typically limited to equal-tempered music and evaluated on a quartertone tolerance level. A system is proposed to automatically transcribe microtonal and heterophonic music as applied to the makam music of Turkey. Specific traits of this music that deviate from properties targeted by current transcription tools are discussed, and a collection of instrumental and vocal recordings is compiled, along with aligned microtonal reference pitch annotations. An existing multi-pitch detection algorithm is adapted for transcribing music with 20 cent resolution, and a method for converting a multi-pitch heterophonic output into a single melodic line is proposed. Evaluation metrics for transcribing microtonal music are applied, which use various levels of tolerance for inaccuracies with respect to frequency and time. Results show that the system is able to transcribe microtonal instrumental music at 20 cent resolution with an F-measure of 56.7%, outperforming state-of-the-art methods for the same task. Case studies on transcribed recordings are provided, to demonstrate the shortcomings and the strengths of the proposed method.
Skip Nav Destination
Article navigation
October 2015
October 14 2015
Automatic transcription of Turkish microtonal music
Emmanouil Benetos;
Emmanouil Benetos
a)
Centre for Digital Music,
Queen Mary University of London
, London E1 4NS, United Kingdom
Search for other works by this author on:
André Holzapfel
André Holzapfel
Department of Computer Engineering,
Boğaziçi University
, 34342 Bebek, Istanbul, Turkey
Search for other works by this author on:
a)
Electronic mail: emmanouil.benetos@qmul.ac.uk
J. Acoust. Soc. Am. 138, 2118–2130 (2015)
Article history
Received:
January 21 2015
Accepted:
August 24 2015
Citation
Emmanouil Benetos, André Holzapfel; Automatic transcription of Turkish microtonal music. J. Acoust. Soc. Am. 1 October 2015; 138 (4): 2118–2130. https://doi.org/10.1121/1.4930187
Download citation file:
Sign in
Don't already have an account? Register
Sign In
You could not be signed in. Please check your credentials and make sure you have an active account and try again.
Sign in via your Institution
Sign in via your InstitutionPay-Per-View Access
$40.00
Citing articles via
Related Content
Support for the frame model in Turkish and in English
J Acoust Soc Am (August 2005)
Phonemic Confusion in Whistled Turkish
J Acoust Soc Am (August 2005)
Coarticulatory organization for lip rounding in Turkish and English
J Acoust Soc Am (December 1990)
The “trough” phenomenon in Turkish and in English
J Acoust Soc Am (August 2005)
Acoustic properties of Turkish voiceless fricatives
J Acoust Soc Am (April 2012)