Multivariate Time Series Classification on UEA Multivariate 12 datasets (test)
90.82Average AUC-PRCGDPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GDPDTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 90.82 | 1.33 | 9 | |
| Base-KDTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 88.77 | 2 | 3 | |
| BaseTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 86.22 | 3.25 | 0 | |
| FitsTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 85.4 | 3.17 | 2 | |
| GDPDTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 83.87 | 1.58 | 7 | |
| Base-KDTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 81.96 | 2.5 | 3 | |
| FitsTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 81.95 | 2.42 | 2 | |
| GDPDTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 80.24 | 1.33 | 10 | |
| BaseTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time-wise, Earliness (e)=0.5L2026.05 | 79.41 | 3.5 | 0 | |
| Base-KDTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 77.92 | 2.08 | 3 | |
| BaseTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 76.58 | 2.92 | 0 | |
| FitsTeacher-Student Architecture=Inception55-32 → Inception55-32, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 75.34 | 3.42 | 1 | |
| GDPDTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 73.6 | 1.42 | 9 | |
| FitsTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 71.69 | 2.33 | 2 | |
| Base-KDTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 71.11 | 2.75 | 1 | |
| BaseTeacher-Student Architecture=LSTM3-100 → LSTM3-100, Partialness Setting=Time+Channel, Earliness (e)=0.5L, Channel Masking (m)=0.5M2026.05 | 68.75 | 3.42 | 0 |