Time Series Classification on Wafer

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	R_DST_Ensemble	0.9999513303049968	No	Random Dilated Shapelet Transform: A New Approac...	2021-09-28	Code
2	GP-GRU	0.994	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
3	MALSTM-FCN	0.99	No	Multivariate LSTM-FCNs for Time Series Classific...	2018-01-14	Code
4	FCN-SNLST	0.989	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
5	GP-Sig-LSTM	0.988	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
6	GP-KConv1D	0.984	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
7	SNLST	0.981	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
8	GP-Sig-GRU	0.978	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
9	GP-LSTM	0.966	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
10	GP-Sig	0.965	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code

#1R_DST_EnsembleSOTA
0.9999513303049968
Accuracy· 2021-09-28
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Code
#2GP-GRUSOTA
0.994
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#3MALSTM-FCNSOTA
0.99
Accuracy· 2018-01-14
Multivariate LSTM-FCNs for Time Series Classification Code
#4FCN-SNLST
0.989
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#5GP-Sig-LSTM
0.988
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#6GP-KConv1D
0.984
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#7SNLST
0.981
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#8GP-Sig-GRU
0.978
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#9GP-LSTM
0.966
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#10GP-Sig
0.965
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code