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