challenges-and-method · heydari2024-beatnet-plus

Developing real‑time music rhythm analysis systems involves addressing three key challenges: The first challenge is maintaining high accuracy while not accessing future input data, as offline models do. The second challenge is achieving low latency, especially on low‑powered devices. [...] We argue that the third challenge is generalization to various kinds of music audio. [...] The main branch is fed with full music mixtures, while the auxiliary branch is fed with the full music of the same pieces less drum tracks [...]. Another innovation is on the adaptation strategies that help develop real‑time rhythm analysis models for challenging music scenarios, including isolated singing voices and non‑percussive music.