| | --- |
| | license: mit |
| | tags: |
| | - guitar |
| | - mir |
| | - midi |
| | - transcription |
| | - musicxml |
| | size_categories: |
| | - n<1K |
| | --- |
| | # GAPS Dataset (Guitar-Aligned Performance Scores) |
| |
|
| | - [Metadata (Google Sheets)](https://docs.google.com/spreadsheets/d/1vxhLMUoAFNPZSRsakqBATSs9f2BDJS0Jb3dbA65v5p0/edit?usp=sharing) |
| | - [Paper (ArXiv)](https://arxiv.org/abs/2408.08653) |
| |
|
| | 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. |
