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GAPS Dataset (Guitar-Aligned Performance Scores)

300 solo guitar performances with accurately aligned MIDI and musicxml scores.

Update: version 1.1

  • audio now included
  • fixed scorehash case sensitive clashes (thanks Daniel Wägner for pointing this out)

Abstract

We introduce GAPS (Guitar-Aligned Performance Scores), a new dataset of classical guitar performances, and a benchmark guitar transcription model that achieves state-of-the-art performance on GuitarSet in both supervised and zero-shot settings. GAPS is the largest dataset of real guitar audio, containing 14 hours of freely available audio-score aligned pairs, recorded in diverse conditions by over 200 performers, together with high-resolution note-level MIDI alignments and performance videos. These enable us to train a state-of-the-art model for automatic transcription of solo guitar recordings which can generalise well to real world audio that is unseen during training.

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Paper for lc17361981215/GAPS