Activity Recognition on RealWorld
55.5AccuracyUniMTS w/o rot aug
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 55.5 | 41.1 | 76.3 | |
| AnyMoSetting=Zero-shot2026.05 | 48.4 | 37.2 | 77.6 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 43.6 | 36.7 | 64 | |
| UniMTSSetting=Zero-shot2026.05 | 43.6 | 36.7 | 64 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 42.7 | 23.7 | 51.1 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 40.7 | 29.7 | 60.4 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 31.2 | 23.6 | 58.1 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 30.8 | 18.8 | 58.9 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 27.3 | 20.5 | 43.9 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 18.9 | 10.1 | 23.9 | |
| ImageBindSetting=Zero-shot2026.05 | 17.4 | 10.4 | 27.4 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 16.9 | 4 | 33.7 | |
| IMUGPTSetting=Zero-shot2026.05 | 16.9 | 4 | 33.7 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 16.8 | 3.7 | 28.4 | |
| NormWearSetting=Zero-shot2026.05 | 16.8 | 3.8 | 20.4 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 12.7 | 5.3 | 31.7 | |
| HARGPTSetting=Zero-shot2026.05 | 12.7 | 5.3 | 31.7 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 6.1 | 4.5 | 19.7 |