Activity Recognition on Opportunity
59.4AccuracyAnyMo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AnyMoSetting=Zero-shot2026.05 | 59.4 | 58.8 | 83.5 | |
| ImageBindSetting=Zero-shot2026.05 | 59.3 | 39.6 | 83.5 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 52.7 | 39.4 | 70.9 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 50.2 | 30 | 83.6 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 47.3 | 37.6 | 69 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 45.9 | 42.2 | 80 | |
| UniMTSSetting=Zero-shot2026.05 | 45.9 | 42.2 | 80 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 41.4 | 20.5 | 63.7 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 40.1 | 14.3 | 67.6 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 39.8 | 33 | 74.4 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 37.7 | 30.4 | 74.3 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 35.9 | 23.5 | 68.4 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 28.8 | 17.3 | 47 | |
| HARGPTSetting=Zero-shot2026.05 | 28.8 | 17.3 | 47 | |
| NormWearSetting=Zero-shot2026.05 | 26 | 10.3 | 66.1 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 25.9 | 10.3 | 65.5 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 10.1 | 10.4 | 33.7 | |
| IMUGPTSetting=Zero-shot2026.05 | 10.1 | 10.4 | 33.7 |