Activity Recognition on TNDA-HAR
59.4AccuracyAnyMo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AnyMoSetting=Zero-shot2026.05 | 59.4 | 53.1 | 87.9 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 59.1 | 53.7 | 77.5 | |
| UniMTSSetting=Zero-shot2026.05 | 59.1 | 53.7 | 77.5 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 40.9 | 32.7 | 63.5 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 35.6 | 29.6 | 54.4 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 33.8 | 28.9 | 62.1 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 28.2 | 19.3 | 53.1 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 27.8 | 15.1 | 50.1 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 26.8 | 22.3 | 46.2 | |
| ImageBindSetting=Zero-shot2026.05 | 22.6 | 18.6 | 35.3 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 19.3 | 13.7 | 32.8 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 14.3 | 6.1 | 28.5 | |
| IMUGPTSetting=Zero-shot2026.05 | 14.3 | 6.1 | 28.5 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 13.7 | 5.4 | 25.2 | |
| HARGPTSetting=Zero-shot2026.05 | 13.7 | 5.4 | 25.2 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 12.9 | 2.9 | 25.2 | |
| NormWearSetting=Zero-shot2026.05 | 12.2 | 2.8 | 19.1 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 8.5 | 4.2 | 22.4 |