Activity Recognition on WESAD
77AccuracyMAESTRO + SentryFuse
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAESTRO + SentryFuseHardware=GPU, Pruning Ratio=23%2026.04 | 77 | 24.32 | 4.36 | 4.41 | |
| NormWear (Luo et al., 2024a)evaluation_protocol=linear probing2026.05 | 76.06 | — | — | — | |
| MAESTRO + SentryFuseHardware=CPU, Pruning Ratio=23%2026.04 | 76 | 42.72 | 4.36 | 4.41 | |
| MAESTRO + SentryFuseHardware=Jetson, Pruning Ratio=23%2026.04 | 76 | 254.77 | 4.36 | 4.41 | |
| MAESTRO + SentryFuseHardware=iPhone 13, Pruning Ratio=23%2026.04 | 76 | 113.32 | 4.36 | 4.41 | |
| MAESTRO + SentryFuseHardware=Pixel 8, Pruning Ratio=23%2026.04 | 76 | 157.43 | 4.36 | 4.41 | |
| MAESTROHardware=GPU2026.04 | 75 | 24.5 | 6.07 | 6.83 | |
| MAESTROHardware=iPhone 132026.04 | 75 | 167.82 | 6.07 | 6.83 | |
| MAESTROHardware=Pixel 82026.04 | 75 | 256.28 | 6.07 | 6.83 | |
| MAESTRO + SentryGateHardware=GPU, Pruning Ratio=23%2026.04 | 75 | 24.35 | 4.8 | 5.07 | |
| Chronos 2evaluation_protocol=linear probing2026.05 | 74.414 | — | — | — | |
| MAESTROHardware=CPU2026.04 | 74 | 60.19 | 6.07 | 6.83 | |
| MAESTROHardware=Jetson2026.04 | 74 | 295.87 | 6.07 | 6.83 | |
| MAESTRO + SentryGateHardware=CPU, Pruning Ratio=23%2026.04 | 74 | 43.96 | 4.8 | 5.07 | |
| MAESTRO + SentryGateHardware=Jetson, Pruning Ratio=23%2026.04 | 74 | 257.82 | 4.8 | 5.07 | |
| MAESTRO + SentryGateHardware=iPhone 13, Pruning Ratio=23%2026.04 | 74 | 121.07 | 4.8 | 5.07 | |
| MAESTRO + SentryGateHardware=Pixel 8, Pruning Ratio=23%2026.04 | 74 | 169.96 | 4.8 | 5.07 | |
| TiReXevaluation_protocol=linear probing2026.05 | 73.802 | — | — | — | |
| Pandaevaluation_protocol=linear probing2026.05 | 73.187 | — | — | — | |
| Normwear 2 (Ours)evaluation_protocol=linear probing2026.05 | 72.524 | — | — | — | |
| Sundialevaluation_protocol=linear probing2026.05 | 70.529 | — | — | — | |
| PPG (Pillai et al., 2024)evaluation_protocol=linear probing, Modality-Specific=true2026.05 | 56.656 | — | — | — |