Human Activity Recognition on USC-HAD source-target pairs
62.81Transfer Accuracy (S01 -> S03)SIGHT
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SIGHT2026.05 | 62.81 | 47.84 | 57.5 | 35.69 | 42.55 | 37.56 | 58.87 | 56.91 | 40.73 | 44.05 | 58.11 | 31.87 | 40.96 | 40.89 | 55.74 | 39.19 | |
| OATTA2026.05 | 61.03 | 47.51 | 56.14 | 40.9 | 42.46 | 37.44 | 56.08 | 53.7 | 40.3 | 48.99 | 57.94 | 34.05 | 40.7 | 40.45 | 54.32 | 37.26 | |
| RoTTA2026.05 | 60.54 | 45.1 | 53.28 | 39.91 | 40.7 | 35.54 | 54.55 | 52.41 | 38.68 | 46.81 | 55.32 | 32.86 | 39.83 | 39.92 | 52 | 34.77 | |
| Source-only2026.05 | 60.51 | 45.12 | 53.25 | 39.91 | 40.78 | 35.74 | 54.62 | 52.27 | 38.81 | 46.94 | 55.23 | 33 | 39.67 | 39.72 | 52.61 | 35.07 | |
| OFTTA2026.05 | 59.75 | 45.59 | 53.5 | 39.93 | 40.97 | 35.68 | 53.9 | 52.17 | 39.15 | 46.93 | 55.14 | 33.25 | 39.66 | 39.91 | 54.66 | 35.11 | |
| REM2026.05 | 57.57 | 43.53 | 52.5 | 40.84 | 38.13 | 34.91 | 53.34 | 49.66 | 36.44 | 47.3 | 52.59 | 29.59 | 38.91 | 38.75 | 50.93 | 33.48 | |
| TENT2026.05 | 57.52 | 43.49 | 52.5 | 40.93 | 38.43 | 34.96 | 53.47 | 49.75 | 36.41 | 47.45 | 52.86 | 29.68 | 39.16 | 38.78 | 50.78 | 33.72 | |
| NOTE2026.05 | 48.52 | 46.27 | 53.94 | 36.61 | 35.56 | 27.7 | 43.51 | 43.53 | 40.51 | 43.06 | 37.33 | 30.98 | 31.89 | 40.28 | 46.82 | 36.14 | |
| COA-HAR2026.05 | 33.26 | 36.02 | 42.32 | 38.02 | 31.79 | 21.4 | 27.01 | 27.01 | 32.45 | 30.25 | 35.65 | 25.84 | 31.3 | 34.26 | 30.59 | 20.97 | |
| TCA2026.05 | 28.04 | 27.08 | 32.73 | 20.59 | 23.41 | 25.18 | 32.62 | 33.54 | 23.82 | 21.77 | 31.77 | 20.34 | 27.77 | 31.46 | 30.4 | 15.71 | |
| ACCUP2026.05 | 27.99 | 17.29 | 25.52 | 24.63 | 24.08 | 16.09 | 20.37 | 18.2 | 22.59 | 18.78 | 25.78 | 15.73 | 23.79 | 24.82 | 21.05 | 14.54 | |
| SAR2026.05 | 13.23 | 11.55 | 14.55 | 13.75 | 12.23 | 13.24 | 10.68 | 12.54 | 11.02 | 9.36 | 10.52 | 9.12 | 12.43 | 8.86 | 11.22 | 10.41 |