3 citations · 11 across the 12 of their papers we have counts for
11 papers · 1 filter
GuitarFlow: Realistic Electric Guitar Synthesis From Tablatures via Flow Matching and Style Transfer
Jackson Loth, Pedro Sarmento, Mark Sandler +1
Music generation in the audio domain using artificial intelligence (AI) has witnessed steady progress in recent years. However for some instruments, particularly the guitar, contro…
GOAT: A Large Dataset of Paired Guitar Audio Recordings and Tablatures
Jackson Loth, Pedro Sarmento, Saurjya Sarkar +3
In recent years, the guitar has received increased attention from the music information retrieval (MIR) community driven by the challenges posed by its diverse playing techniques a…
The GigaMIDI Dataset with Features for Expressive Music Performance Detection
Keon Ju Maverick Lee, Jeff Ens, Sara Adkins +3
The Musical Instrument Digital Interface (MIDI), introduced in 1983, revolutionized music production by allowing computers and instruments to communicate efficiently. MIDI files en…
MIDI-to-Tab: Guitar Tablature Inference via Masked Language Modeling
Drew Edwards, Xavier Riley, Pedro Sarmento +1
Guitar tablatures enrich the structure of traditional music notation by assigning each note to a string and fret of a guitar in a particular tuning, indicating precisely where to p…
Between the AI and Me: Analysing Listeners' Perspectives on AI- and Human-Composed Progressive Metal Music
Pedro Sarmento, Jackson Loth, Mathieu Barthet
Generative AI models have recently blossomed, significantly impacting artistic and musical traditions. Research investigating how humans interact with and deem these models is ther…
MoodLoopGP: Generating Emotion-Conditioned Loop Tablature Music with Multi-Granular Features
Wenqian Cui, Pedro Sarmento, Mathieu Barthet
Loopable music generation systems enable diverse applications, but they often lack controllability and customization capabilities. We argue that enhancing controllability can enric…
ProgGP: From GuitarPro Tablature Neural Generation To Progressive Metal Production
Jackson Loth, Pedro Sarmento, CJ Carr +2
Recent work in the field of symbolic music generation has shown value in using a tokenization based on the GuitarPro format, a symbolic representation supporting guitar expressive…
ShredGP: Guitarist Style-Conditioned Tablature Generation
Pedro Sarmento, Adarsh Kumar, Dekun Xie +3
GuitarPro format tablatures are a type of digital music notation that encapsulates information about guitar playing techniques and fingerings. We introduce ShredGP, a GuitarPro tab…
From Words to Music: A Study of Subword Tokenization Techniques in Symbolic Music Generation
Adarsh Kumar, Pedro Sarmento
Subword tokenization has been widely successful in text-based natural language processing (NLP) tasks with Transformer-based models. As Transformer models become increasingly popul…
LooperGP: A Loopable Sequence Model for Live Coding Performance using GuitarPro Tablature
Sara Adkins, Pedro Sarmento, Mathieu Barthet
Despite their impressive offline results, deep learning models for symbolic music generation are not widely used in live performances due to a deficit of musically meaningful contr…
GTR-CTRL: Instrument and Genre Conditioning for Guitar-Focused Music Generation with Transformers
Pedro Sarmento, Adarsh Kumar, Yu-Hua Chen +3
Recently, symbolic music generation with deep learning techniques has witnessed steady improvements. Most works on this topic focus on MIDI representations, but less attention has…