Time-series Classification on Epilepsy (Acc, Prec, Rec, F1)
95.1AccuracyCLOCS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLOCSPre-training=SleepEEG2026.04 | 95.1 | 93 | 91.3 | 92.1 | |
| TF-CPre-training=SleepEEG2026.04 | 94.9 | 94.6 | 89.1 | 91.5 | |
| TS2vecPre-training=SleepEEG2026.04 | 94 | 90.6 | 90.4 | 90.5 | |
| ADAPTPre-training=All pre-training datasets2026.04 | 93.6 | 90.1 | 91.7 | 88.5 | |
| TS-TCCPre-training=SleepEEG2026.04 | 92.5 | 94.5 | 81.8 | 86.3 | |
| SimCLRPre-training=SleepEEG2026.04 | 90.7 | 92.2 | 78.6 | 81.8 | |
| TS-SDPre-training=SleepEEG2026.04 | 89.5 | 80.2 | 76.5 | 77.7 | |
| ADAPT(EEG)Pre-training=SleepEEG2026.04 | 88.6 | 82.2 | 91.1 | 84.8 | |
| Mixing-upPre-training=SleepEEG2026.04 | 80.2 | 40.1 | 50 | 44.5 |