Drum-Aware Ensemble Architecture for Improved Joint Musical Beat and Downbeat Tracking

Ching Yu Chiu, Alvin Wen-Yu Su, Yi Hsuan Yang

Research output: Contribution to journalArticlepeer-review

7 Citations (Scopus)

Abstract

This letter presents a novel system architecture that integrates blind source separation with joint beat and downbeat tracking in musical audio signals. The source separation module segregates the percussive and non-percussive components of the input signal, overwhich beat and downbeat tracking are performed separately and then the results are aggregated with a learnable fusion mechanism. This way, the system can adaptively determine how much the tracking result for an input signal should depend on the input's percussive or non-percussive components. Evaluation on four testing sets that feature different levels of presence of drum sounds shows that the new architecture consistently outperforms he widely-Adopted baseline architecture that does not employ source separation.

Original languageEnglish
Pages (from-to)1100-1104
Number of pages5
JournalIEEE Signal Processing Letters
Volume28
DOIs
Publication statusPublished - 2021

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Electrical and Electronic Engineering
  • Applied Mathematics

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