Category Archives: software

CANTE: Open Algorithm, Code & Data for the Automatic Transcription of Flamenco Singing

Over the last months, several journal publications related to our research on flamenco & technology are finally online.

One of them is a work with my former PhD student, Nadine Kroher (who now moved to Universidad de Sevilla), on the automatic transcription of flamenco singing. Flamenco singing is really challenging in terms of computational modelling, given its ornamented character and variety, and we have designed a system for its automatic transcription, focusing on polyphonic recordings.

flamencoTranscriptionKroherGomez

The proposed system outperforms state of the art singing transcription systems with respect to voicing accuracy, onset detection, and overall performance when evaluated on flamenco singing datasets. We hope it think will be a contribution not only to flamenco research but to other singing styles.

You can read about our algorithm at the paper we published at IEEE TASP, where we present the method, strategies for evaluation and comparison with state of the art approaches. You can not only read, but actually try it, as we published an open source software for the algorithm, plus a music dataset for its comparative evaluation, cante2midi (I will talk about flamenco corpus in another post). All of this to foster research reproducibility and motivate people to work on flamenco music.

¡Olé!

 

 

 

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Paper & Matlab framework for hierarchical multi-scale set-class analysis

Journal on Mathematics and Music

As part of his recent PhD thesis, Agustín Martorell has studied the potential of multi-scale representations in music analysis. In particular, he focuses on the description of tonality from score representations and on the analysis of pitch-class sets.  We have recently published the results of this study  in Journal of Mathematics and Music: Mathematical and Computational Approaches to Music Theory, Analysis, Composition and Performance. The paper is now online!

Several analyses are discussed within the paper while addressing the problem of visualization. As a result of the work, there is also a MATLAB Toolbox that you are able to download from here.

Agustín Martorell & Emilia Gómez

Abstract

This work presents a systematic methodology for set-class surface analysis using temporal multi-scale techniques. The method extracts the set-class content of all the possible temporal segments, addressing the representational problems derived from the massive overlapping of segments. A time versus time-scale representation, named class-scape, provides a global hierarchical overview of the class content in the piece, and it serves as a visual index for interactive inspection. Additional data structures summarize the set-class inclusion relations over time and quantify the class and subclass content in pieces or collections, helping to decide about sets of analytical interest. Case studies include the comparative subclass characterization of diatonicism in Victoria’s masses (in Ionian mode) and Bach’s preludes and fugues (in major mode), as well as the structural analysis of Webern’s Variations for piano op. 27, under different class-equivalences.

 

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