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Originating in the Renaissance and burgeoning in the digital era, tablatures are a commonly used music notation system which provides explicit representations of instrument fingerings rather than pitches. GuitarPro has established itself as…

声音 · 计算机科学 2021-08-02 Pedro Sarmento , Adarsh Kumar , CJ Carr , Zack Zukowski , Mathieu Barthet , Yi-Hsuan Yang

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 been paid to symbolic music generation using guitar…

声音 · 计算机科学 2023-02-13 Pedro Sarmento , Adarsh Kumar , Yu-Hua Chen , CJ Carr , Zack Zukowski , Mathieu Barthet

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 attributes, as an input and output representation. We extend…

声音 · 计算机科学 2023-07-12 Jackson Loth , Pedro Sarmento , CJ Carr , Zack Zukowski , Mathieu Barthet

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 play the note on the instrument. The problem of generating…

声音 · 计算机科学 2024-08-12 Drew Edwards , Xavier Riley , Pedro Sarmento , Simon Dixon

Guitar tablature is a form of music notation widely used among guitarists. It captures not only the musical content of a piece, but also its implementation and ornamentation on the instrument. Guitar Tablature Transcription (GTT) is an…

声音 · 计算机科学 2025-05-27 Yongyi Zang , Yi Zhong , Frank Cwitkowitz , Zhiyao Duan

Music generation in the audio domain using artificial intelligence (AI) has witnessed steady progress in recent years. However for some instruments, particularly the guitar, controllable instrument synthesis remains limited in expressivity.…

声音 · 计算机科学 2025-10-28 Jackson Loth , Pedro Sarmento , Mark Sandler , Mathieu Barthet

Deep learning has recently empowered and democratized generative modeling of images and text, with additional concurrent works exploring the possibility of generating more complex forms of data, such as audio. However, the high…

音频与语音处理 · 电气工程与系统科学 2023-02-02 Josue Casco-Rodriguez

Guitar tablature transcription consists in deducing the string and the fret number on which each note should be played to reproduce the actual musical part. This assignment should lead to playable string-fret combinations throughout the…

Guitar tablature transcription is an important but understudied problem within the field of music information retrieval. Traditional signal processing approaches offer only limited performance on the task, and there is little acoustic data…

音频与语音处理 · 电气工程与系统科学 2022-04-19 Frank Cwitkowitz , Jonathan Driedger , Zhiyao Duan

A curated dataset of Guitar Pro tablature files (.gp5 format), tailored for tasks involving guitar music generation, sequence modeling, and performance-aware learning is provided. The dataset is derived from MIDI notes in MAESTRO and…

声音 · 计算机科学 2025-07-28 Vishakh Begari

The automation of guitar tablature generation from video inputs holds significant promise for enhancing music education, transcription accuracy, and performance analysis. Existing methods face challenges with consistency and completeness,…

Music transcription plays a pivotal role in Music Information Retrieval (MIR), particularly for stringed instruments like the guitar, where symbolic music notations such as MIDI lack crucial playability information. This contribution…

声音 · 计算机科学 2025-06-18 Anna Hamberger , Sebastian Murgul , Jochen Schmidt , Michael Heizmann

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 control parameters and a lack of structured musical form in their…

声音 · 计算机科学 2023-03-06 Sara Adkins , Pedro Sarmento , Mathieu Barthet

Guitar tablature transcription (GTT) aims at automatically generating symbolic representations from real solo guitar performances. Due to its applications in education and musicology, GTT has gained traction in recent years. However, GTT…

声音 · 计算机科学 2024-07-16 Hegel Pedroza , Wallace Abreu , Ryan Corey , Iran Roman

Deep learning algorithms are increasingly developed for learning to compose music in the form of MIDI files. However, whether such algorithms work well for composing guitar tabs, which are quite different from MIDIs, remain relatively…

声音 · 计算机科学 2020-08-05 Yu-Hua Chen , Yu-Hsiang Huang , Wen-Yi Hsiao , Yi-Hsuan Yang

In this paper, we propose a new dataset named EGDB, that con-tains transcriptions of the electric guitar performance of 240 tab-latures rendered with different tones. Moreover, we benchmark theperformance of two well-known transcription…

声音 · 计算机科学 2022-02-22 Yu-Hua Chen , Wen-Yi Hsiao , Tsu-Kuang Hsieh , Jyh-Shing Roger Jang , Yi-Hsuan Yang

Tablature notation is widely used in popular music to transcribe and share guitar musical content. As a complement to standard score notation, tablatures transcribe performance gesture information including finger positions and a variety of…

声音 · 计算机科学 2023-08-25 Alexandre D'Hooge , Louis Bigo , Ken Déguernel

Automatic transcription of acoustic guitar fingerpicking performances remains a challenging task due to the scarcity of labeled training data and legal constraints connected with musical recordings. This work investigates a procedural data…

声音 · 计算机科学 2025-08-12 Sebastian Murgul , Michael Heizmann

Automatic Music Transcription (AMT) has advanced significantly for the piano, but transcription for the guitar remains limited due to several key challenges. Existing systems fail to detect and annotate expressive techniques (e.g., slides,…

We present and release MIDI-GPT, a generative system based on the Transformer architecture that is designed for computer-assisted music composition workflows. MIDI-GPT supports the infilling of musical material at the track and bar level,…

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