Metric: Accuracy (higher is better)
| # | 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 |