Activity Recognition on w-HAR
67.2AccuracyIMUGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 67.2 | 38.8 | 67.2 | |
| IMUGPTSetting=Zero-shot2026.05 | 67.2 | 38.8 | 67.2 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 59 | 42.9 | 60.7 | |
| UniMTSSetting=Zero-shot2026.05 | 59 | 42.9 | 60.7 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 57.4 | 41.4 | 57.4 | |
| AnyMoSetting=Zero-shot2026.05 | 57.4 | 42.2 | 98.4 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 36.1 | 26.4 | 52.5 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 36.1 | 20.9 | 60.7 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 29.5 | 12.7 | 31.1 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 27.9 | 10.6 | 32.8 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 23 | 17.9 | 34.4 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 13.1 | 8.6 | 54.1 | |
| ImageBindSetting=Zero-shot2026.05 | 8.2 | 6.1 | 52.5 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 6.6 | 3.3 | 19.7 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 4.9 | 3.1 | 11.5 | |
| HARGPTSetting=Zero-shot2026.05 | 4.9 | 3.1 | 11.5 | |
| NormWearSetting=Zero-shot2026.05 | 3.3 | 1.3 | 3.3 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 0 | 0 | 0 |