Activity Recognition on UTD-MHAD
22.8AccuracyUniMTS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 22.8 | 18.5 | 32.6 | |
| UniMTSSetting=Zero-shot2026.05 | 22.8 | 18.5 | 32.6 | |
| AnyMoSetting=Zero-shot2026.05 | 16.3 | 11.3 | 24.2 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 13.5 | 7.2 | 32.1 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 6.5 | 4.7 | 10.7 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 5.6 | 1.2 | 10.7 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 4.7 | 2 | 10.2 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 3.7 | 2.1 | 6.5 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 3.7 | 0.3 | 8.8 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 3.7 | 0.3 | 7.4 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 3.7 | 0.4 | 7.9 | |
| IMUGPTSetting=Zero-shot2026.05 | 3.7 | 0.3 | 8.8 | |
| NormWearSetting=Zero-shot2026.05 | 3.7 | 0.3 | 7.4 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 3.3 | 1.6 | 5.1 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 3.3 | 1.5 | 9.3 | |
| HARGPTSetting=Zero-shot2026.05 | 3.3 | 1.5 | 9.3 | |
| ImageBindSetting=Zero-shot2026.05 | 2.3 | 0.8 | 4.7 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 1.9 | 2.7 | 4.7 |