Activity Recognition on UCI-HAR
98.954AccuracyNormWear (Luo et al., 2024a)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NormWear (Luo et al., 2024a)evaluation_protocol=linear probing2026.05 | 98.954 | — | — | |
| Chronos 2evaluation_protocol=linear probing2026.05 | 98.476 | — | — | |
| Normwear 2 (Ours)evaluation_protocol=linear probing2026.05 | 98.141 | — | — | |
| Pandaevaluation_protocol=linear probing2026.05 | 97.896 | — | — | |
| TiReXevaluation_protocol=linear probing2026.05 | 97.887 | — | — | |
| Sundialevaluation_protocol=linear probing2026.05 | 96.522 | — | — | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 37.6 | 28.5 | 66.7 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 36.3 | 21.3 | 39.6 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 35.2 | 22 | 53.1 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 18.6 | 8.2 | 40.1 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 17.8 | 11.4 | 35.1 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 16.3 | 6.5 | 34.6 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 15 | 12.7 | 31.4 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 14.1 | 5 | 21.4 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 1.1 | 0.3 | 18.2 |