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revreddy
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GAPS

Modalities:
Audio
Size:
n<1K
ArXiv:
Tags:
guitar
mir
midi
transcription
musicxml
License:
Dataset card Data Studio Files
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revreddy xavriley commited on
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Duplicate from xavriley/GAPS

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Co-authored-by: Xavier Riley <xavriley@users.noreply.huggingface.co>

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README.md ADDED
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+ ---
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+ license: mit
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+ tags:
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+ - guitar
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+ - mir
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+ - midi
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+ - transcription
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+ - musicxml
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+ size_categories:
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+ - n<1K
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+ ---
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+ # GAPS Dataset (Guitar-Aligned Performance Scores)
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+
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+ - [Metadata (Google Sheets)](https://docs.google.com/spreadsheets/d/1vxhLMUoAFNPZSRsakqBATSs9f2BDJS0Jb3dbA65v5p0/edit?usp=sharing)
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+ - [Paper (ArXiv)](https://arxiv.org/abs/2408.08653)
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+
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+ 300 solo guitar performances with accurately aligned MIDI and musicxml scores.
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+
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+ ## Update: version 1.1
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+
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+ - audio now included
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+ - fixed scorehash case sensitive clashes (thanks Daniel Wägner for pointing this out)
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+
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+ ## Abstract
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+
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+ > 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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