Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MALSTM-FCN | 0.99 | No | Multivariate LSTM-FCNs for Time Series Classific... | 2018-01-14 | Code |
| 2 | ConvTran | 0.9891 | No | Improving Position Encoding of Transformers for ... | 2023-05-26 | Code |
| 3 | GP-GRU | 0.986 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 4 | GP-KConv1D | 0.986 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 5 | GP-Sig-GRU | 0.985 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 6 | GP-LSTM | 0.982 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 7 | GP-Sig | 0.982 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 8 | GP-Sig-LSTM | 0.981 | No | Bayesian Learning from Sequential Data using Gau... | 2019-06-19 | Code |
| 9 | FCN-SNLST | 0.98 | No | Seq2Tens: An Efficient Representation of Sequenc... | 2020-06-12 | Code |
| 10 | SNLST | 0.979 | No | Seq2Tens: An Efficient Representation of Sequenc... | 2020-06-12 | Code |