Human Activity Recognition on MHealth Subject-Hold-Out
86.3AccuracyZARA Gemini
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZARA Gemini# Classes=12, # Channels=152025.08 | 86.3 | 86.1 | |
| ZARA GPT# Classes=12, # Channels=152025.08 | 82.5 | 80.6 | |
| ZARA Qwen-80B# Classes=12, # Channels=152025.08 | 82.1 | 81.6 | |
| ZARA Qwen-30B# Classes=12, # Channels=152025.08 | 69.6 | 69 | |
| UniMTS# Classes=12, # Channels=152025.08 | 65.4 | 58.8 | |
| Gemini Text# Classes=12, # Channels=152025.08 | 25.4 | 20.8 | |
| Gemini Table# Classes=12, # Channels=152025.08 | 22.9 | 18.3 | |
| Gemini Plot# Classes=12, # Channels=152025.08 | 19.2 | 17.4 | |
| ImageBind# Classes=12, # Channels=152025.08 | 17.9 | 11.1 | |
| IMU2CLIP# Classes=12, # Channels=152025.08 | 16.3 | 14.3 | |
| HARGPT Plot# Classes=12, # Channels=152025.08 | 15 | 11 | |
| HARGPT Text# Classes=12, # Channels=152025.08 | 12.1 | 6 | |
| NormWear# Classes=12, # Channels=152025.08 | 8.3 | 2.2 | |
| IMUGPT# Classes=12, # Channels=152025.08 | 8.3 | 2.8 |