An Audio-Visual Framework for Transcription and Fingering Optimization in Bass Guitar Performance

Fingering plays a crucial role in musical performance, yet most computational approaches focus on piano, overlooking the spatial complexity of string instruments like the bass.This paper presents a framework for estimating optimal bass fingering by analyzing video input, detecting strings, frets, finger positions, and played notes.Using a Bi-LSTM model, the system estimates optimal fingering sequences.The framework supports both user-recorded and online videos, offering a scalable solution for bass performance analysis.

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Publication Details

Published
2025-09-27
DOI
https://doi.org/10.1145/3746058.3758448
Primary Topic
Mathematics, Computing, and Information Processing
Type
article
Field-Weighted Citation Impact
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article

An Audio-Visual Framework for Transcription and Fingering Optimization in Bass Guitar Performance

Mathematics, Computing, and Information Processing
article

An Audio-Visual Framework for Transcription and Fingering Optimization in Bass Guitar Performance

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Abstract

Fingering plays a crucial role in musical performance, yet most computational approaches focus on piano, overlooking the spatial complexity of string instruments like the bass.This paper presents a framework for estimating optimal bass fingering by analyzing video input, detecting strings, frets, finger positions, and played notes.Using a Bi-LSTM model, the system estimates optimal fingering sequences.The framework supports both user-recorded and online videos, offering a scalable solution for bass performance analysis.

Korea Advanced Institute of Science and Technology (KR), Chung-Ang University (KR)
Openalex Percentile: Top 44%
Mathematics, Computing, and Information Processing
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