Cross-dataset Transfer on HARTH, WISDM2, and PAMAP2 (test)
66.3Accuracy (HARTH -> PAMAP2)TNC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TNCProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 66.3 | 61.81 | 90.13 | 66.71 | 71.24 | |
| Di-COTProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 66.27 | 63.45 | 91.65 | 67.11 | 72.12 | |
| CaTTProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.96 | 62.12 | 90.31 | 65.88 | 71.07 | |
| SoftProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.92 | 60.22 | 86.93 | 66.33 | 69.85 | |
| TS-TCCProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.8 | 60.26 | 86.77 | 66.1 | 69.73 | |
| CoSTProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.69 | 60.08 | 90.23 | 66.61 | 70.65 | |
| SimMTMProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.53 | 62.64 | 88.61 | 65.97 | 70.69 | |
| TF-CProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 65.49 | 62.05 | 89.81 | 65.79 | 70.79 | |
| Random Init.Protocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 63.52 | 59.97 | 85.67 | 63.52 | 68.17 | |
| InfoTSProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 62.14 | 60.06 | 85.17 | 62.97 | 67.59 | |
| TS2VecProtocol=Linear probing, Pretraining=Self-supervised, Encoder=Frozen, Input=Aligned 3-channel accelerometer subspace2026.05 | 61.21 | 57.5 | 85.89 | 66.88 | 67.87 |