Xavier Riley
Music and Audio ML Engineer, AI and Music PhD Researcher
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Enhanced Automatic Drum Transcription via Drum Stem Source Separation
January 1, 2025Research paper on improving automatic drum transcription using drum stem separation, a challenging task in Music Information Retrieval.
GAPS: A Large and Diverse Classical Guitar Dataset and Benchmark Transcription Model
January 1, 2024Introduces GAPS, a new dataset of classical guitar performances, and a benchmark guitar transcription model achieving state-of-the-art performance.
MIDI-to-Tab: Guitar Tablature Inference via Masked Language Modeling
January 1, 2024Research on inferring guitar tablature from symbolic music representations using a transformer model.
High resolution guitar transcription via domain adaptation
January 1, 2024Work on high-resolution guitar transcription using domain adaptation techniques.
Reconstructing the Charlie Parker Omnibook using an audioto-score automatic transcription pipeline
January 1, 2024Exploring the use of state-of-the-art music technology to reconstruct scores from audio, specifically the Charlie Parker Omnibook.
CREPE Notes: A new method for segmenting pitch contours into discrete notes
January 1, 2023A new method for segmenting pitch contours into discrete notes.
FiloBass: A Dataset and Corpus Based Study of Jazz Basslines
January 1, 2023A dataset and corpus-based study focused on jazz basslines.