Downbeat Tracking
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Benchmarks
ASAP
Ballroom
Beatles
Candombe
Filosax
GTZAN
Groove
GuitarSet
HJDB
Hainsworth
Harmonix
JAAH
TapCorrect
Most implemented
BeatNet: CRNN and Particle Filtering for Online Joint Beat Downbeat and Meter Tracking
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed Audio
Beat this! Accurate beat tracking without DBN postprocessing
WaveBeat: End-to-end beat and downbeat tracking in the time domain
Papers
Beat Tracking as Object Detection
Recent beat and downbeat tracking models (e.g., RNNs, TCNs, Transformers) output frame-level activations. We propose reframing this task as object detection, where beats and downbeats are modeled as temporal "objects." A…
Downbeat TrackingObject DetectionRevisiting Meter Tracking in Carnatic Music using Deep Learning Approaches
Beat and downbeat tracking, jointly referred to as Meter Tracking, is a fundamental task in Music Information Retrieval (MIR). Deep learning models have far surpassed traditional signal processing and classical machine l…
Information RetrievalTransfer LearningDownbeat TrackingBeat and Downbeat Tracking in Performance MIDI Using an End-to-End Transformer Architecture
Beat tracking in musical performance MIDI is a challenging and important task for notation-level music transcription and rhythmical analysis, yet existing methods primarily focus on audio-based approaches. This paper pro…
Music TranscriptionDownbeat TrackingBeat this! Accurate beat tracking without DBN postprocessing
We propose a system for tracking beats and downbeats with two objectives: generality across a diverse music range, and high accuracy. We achieve generality by training on multiple datasets -- including solo instrument re…
Beat TrackingDownbeat TrackingAll-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed Audio
Music is characterized by complex hierarchical structures. Developing a comprehensive model to capture these structures has been a significant challenge in the field of Music Information Retrieval (MIR). Prior research h…
AllDownbeat TrackingInformation RetrievalMusic Information Retrieval+1SingNet: A Real-time Singing Voice Beat and Downbeat Tracking System
Singing voice beat and downbeat tracking posses several applications in automatic music production, analysis and manipulation. Among them, some require real-time processing, such as live performance processing and auto-a…
Downbeat Tracking