Time Series Classification on Japanese Vowels (test)
100AccuracyMLSTMFCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLSTMFCN2019.06 | 100 | — | |
| MARS2026.04 | 98.9 | — | |
| GP-GRU2019.06 | 98.6 | — | |
| GP-KCONV1D2019.06 | 98.6 | — | |
| GP-SIG-GRU2019.06 | 98.5 | — | |
| ARKernel2019.06 | 98.4 | — | |
| ESN2026.04 | 98.4 | — | |
| GP-SIG2019.06 | 98.2 | — | |
| GP-LSTM2019.06 | 98.2 | — | |
| GP-SIG-LSTM2019.06 | 98.1 | — | |
| MUSE2019.06 | 97.6 | — | |
| MF-ESN2026.04 | 97.4 | — | |
| Baseline stagedm (number of modalities)=1, dm (number of variates)=12, Tm (sequence length)=29, C (number of classes)=9, Train size=270, Test size=3702026.03 | 97 | — | |
| SMTS2019.06 | 96.9 | — | |
| SVM RBF2026.03 | 96.8 | — | |
| Baseline end-to-endm (number of modalities)=1, dm (number of variates)=12, Tm (sequence length)=29, C (number of classes)=9, Train size=270, Test size=3702026.03 | 96.5 | — | |
| DTW2019.06 | 96.2 | — | |
| mVARF2019.06 | 95.9 | — | |
| SVM Linear2026.03 | 95.7 | — | |
| LPS2019.06 | 95.1 | — | |
| LLM NASm (number of modalities)=1, dm (number of variates)=12, Tm (sequence length)=29, C (number of classes)=9, Train size=270, Test size=370, NAS search budget (cycles)=102026.03 | 94.9 | — | |
| Previous workm (number of modalities)=1, dm (number of variates)=12, Tm (sequence length)=29, C (number of classes)=9, Train size=270, Test size=3702026.03 | 91.4 | — | |
| MIHT2026.03 | 91.1 | — | |
| DrCIF2026.03 | 90 | — | |
| kNN DTW2026.03 | 90 | — | |
| HIVEC OTE22026.03 | 90 | — | |
| ROCKET2026.03 | 87.3 | — | |
| GRSF2019.06 | 80 | — | |
| ST2026.03 | 56.8 | — | |
| MUSE2026.03 | 43.5 | — | |
| kNN ED2026.03 | 34.3 | — | |
| GP-GRUH (hidden units)=128, D (signature depth)=02019.06 | — | 0.052 | |
| GP-KCONV1D2019.06 | — | 0.067 | |
| GP-LSTMH (hidden units)=128, D (signature depth)=12019.06 | — | 0.061 | |
| GP-SIG2019.06 | — | 0.069 | |
| GP-SIG-GRUH (hidden units)=128, D (signature depth)=12019.06 | — | 0.053 | |
| GP-SIG-LSTMH (hidden units)=128, D (signature depth)=02019.06 | — | 0.08 |