Table of reference works

Note

This table is not exahustive. We did our best to compile relevant works in the past few years, but we welcome contributions to update this table with missing references or corrections. Please open an issue in the main repository!

Tip

Definitions of the acronyms are at the bottom of this page.

Author

Year

Task

Approach

Tempo

Beat

Downbeat

Features

Likelihood

Post-proc

Pinto [PBockCD21]

2021

log-STFT

TCN

DBN

Steinmetz [SR21]

2021

waveform

TCN

DBN

Böck [BockD20]

2020

log-STFT

TCN

DBN

Böck [BockDK19]

2019

log-STFT

TCN

DBN

Davies [MBock19]

2019

log-STFT

TCN

DBN

Fuentes [FMR+19]

2019

mel-STFT + ODF

RNNs

CRFs

Fuentes [FMC+19]

2019

CH + SF

CRNNs

SCCRFs

Fuentes [FMC+18]

2018

CH + SF

CRNNs

DBNs

Cheng [CFG18]

2018

mel logSTFT

RNNs

DBNs

Vogl [VDWK17]

2017

logSTFT

CRNNs

peack-pick

Srinivasamurthy [SHS17]

2017

2D-SF

GMMs

DBNs

Durand [DBDR17]

2017

LFS+ODF+MCQT+CH

CNNs

HMMs

Durand [DE16]

2016

LFS+ODF+MCQT+CH

CNNs

CRFs

Holzapfel [HG16]

2016

mel log STFT

CNNs

DBNs

Krebs [KBockDW16]

2016

CH+ODF

Bi-GRUs

DBNs

Durand [DE16]

2016

LFS+ODF+MCQT+CH

CNNs

CRFs

Böck [BockKW16]

2016

mel log STFT

Bi-LSTMs

DBNs

Srinivasamurthy [SHCS16]

2016

2D-SF

GMMs

DBNs

Nunes [NRJB15]

2015

SF + AC + STFT

template

HMMs

Fillon [FJDE15]

2015

ODF + tempogram

CRFs

Durand [DBDR15]

2015

LFS+ODF+MFCC+CH

DNNs

average

Srinivasamurthy [SHCS15]

2015

2D-SF

GMMs

DBNs

Krebs [KHCW15]

2015

log SF

GMMs

DBNs

Krebs [KBockW11]

2015

mel log STFT + 2D-SF

GMMs + RNNs

DBNs

Korzeniowski [KBockW14]

2014

logSTFT

Bi-LSTMs

DBNs

Srinivasamurthy [SHS14]

2014

tempogram + ODF

SSM

peak-pick

Holzapfel [HKS14]

2014

2D-SF

GMMs

DBNs

Durand [DDR14]

2014

CH + F0 + MFCCs

SVMs

Böck [BockKW14a]

2014

mel log STFT

RNNs

DBNs

Zapata [ZDGomez14]

2014

SF + EF + CSD + HF + PSF + MAF

HMMs

Krebs [KBockW13]

2013

SF

GMMs

DBN

Hockman [HDF12]

2012

CH + ODF + SC

SVR?????

Khadkevich [KFRO12]

2012

CH + SF

multiple-pass decoding

HMMs

Degara [DRuaP+12]

2011

CSF

comb filterbank

HMMs

Peeters [PP10b]

2010

CH + SF

template

HMMs

Papadopulos [PP10a]

2010

CH

template

HMMs

  • CH: chroma

  • CSD: complex spectral difference

  • CSF: complex spectral flux

  • CRFs: Conditional Random Fields

  • EF: energy flux

  • F0: fundamental frequency

  • HMMs: Hidden Markov models

  • GMMs: Gaussian mixture models

  • DBN: Dynamic Bayesian network

  • DNNs:: Deep Neural Network

  • LFS: Low frequency spectrogram

  • MAF: Mel auditory feature

  • MFCCs: Mel frequency cepstral coefficients

  • ODF: onset detection function

  • PSF: phase slope function

  • SCCRF: Skip-Chain Conditional Random Fields

  • SF: spectral flux

  • SSM: self-similarity matrix

  • SVMs: support vector machines