Time Series Classification on UWave

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MALSTM-FCN	0.98	No	Multivariate LSTM-FCNs for Time Series Classific...	2018-01-14	Code
2	GP-Sig-LSTM	0.97	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
3	FCN-SNLST	0.969	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
4	GP-Sig-GRU	0.968	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
5	GP-Sig	0.964	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
6	GP-KConv1D	0.947	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
7	SNLST	0.938	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
8	GP-LSTM	0.87	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
9	TSEM	0.831	No	TSEM: Temporally Weighted Spatiotemporal Explain...	2022-05-25	Code
10	GP-GRU	0.763	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code

#1MALSTM-FCNSOTA
0.98
Accuracy· 2018-01-14
Multivariate LSTM-FCNs for Time Series Classification Code
#2GP-Sig-LSTM
0.97
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#3FCN-SNLST
0.969
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#4GP-Sig-GRU
0.968
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#5GP-Sig
0.964
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#6GP-KConv1D
0.947
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#7SNLST
0.938
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#8GP-LSTM
0.87
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#9TSEM
0.831
Accuracy· 2022-05-25
TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series Code
#10GP-GRU
0.763
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code