Time-series classification on EMG
98.5AccuracyADAPT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ADAPTPre-training=All pre-training datasets2026.04 | 98.5 | 96.7 | 98.8 | 97.6 | |
| ADAPT(EEG)Pre-training=SleepEEG2026.04 | 96.6 | 94.4 | 97.3 | 95 | |
| TF-CPre-training=SleepEEG2026.04 | 81.7 | 72.7 | 81.6 | 76.8 | |
| TS-TCCPre-training=SleepEEG2026.04 | 78.9 | 58.5 | 63.1 | 59 | |
| TS2vecPre-training=SleepEEG2026.04 | 78.5 | 80.4 | 67.9 | 67.7 | |
| CLOCSPre-training=SleepEEG2026.04 | 69.9 | 53.1 | 53.5 | 51.4 | |
| SimCLRPre-training=SleepEEG2026.04 | 61.5 | 53.6 | 49.9 | 47.1 | |
| TS-SDPre-training=SleepEEG2026.04 | 46.1 | 15.5 | 33.3 | 21.1 | |
| Mixing-upPre-training=SleepEEG2026.04 | 30.2 | 11 | 25.8 | 15.4 |