Time Series Classification on Libras

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MALSTM-FCN	0.97	No	Multivariate LSTM-FCNs for Time Series Classific...	2018-01-14	Code
2	FCN-SNLST	0.957	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
3	GP-Sig	0.923	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
4	GP-Sig-LSTM	0.921	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
5	GP-Sig-GRU	0.899	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
6	GP-LSTM	0.776	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
7	SNLST	0.773	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
8	GP-GRU	0.742	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
9	GP-KConv1D	0.698	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
10	TSEM	0.372	No	TSEM: Temporally Weighted Spatiotemporal Explain...	2022-05-25	Code

#1MALSTM-FCNSOTA
0.97
Accuracy· 2018-01-14
Multivariate LSTM-FCNs for Time Series Classification Code
#2FCN-SNLST
0.957
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#3GP-Sig
0.923
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#4GP-Sig-LSTM
0.921
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#5GP-Sig-GRU
0.899
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#6GP-LSTM
0.776
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#7SNLST
0.773
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#8GP-GRU
0.742
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#9GP-KConv1D
0.698
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#10TSEM
0.372
Accuracy· 2022-05-25
TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series Code