Human Activity Recognition on UCI-HAR Subject-Hold-Out
90AccuracyZARA Gemini
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZARA Gemini# Classes=6, # Channels=62025.08 | 90 | 90 | |
| ZARA GPT# Classes=6, # Channels=62025.08 | 85 | 85 | |
| ZARA Qwen-30B# Classes=6, # Channels=62025.08 | 80 | 79.7 | |
| ZARA Qwen-80B# Classes=6, # Channels=62025.08 | 76.7 | 75.4 | |
| UniMTS# Classes=6, # Channels=62025.08 | 37.1 | 23.9 | |
| IMU2CLIP# Classes=6, # Channels=62025.08 | 33.3 | 22.8 | |
| IMUGPT# Classes=6, # Channels=62025.08 | 32.5 | 21.6 | |
| HARGPT Text# Classes=6, # Channels=62025.08 | 29.6 | 17.4 | |
| ImageBind# Classes=6, # Channels=62025.08 | 28.8 | 19.9 | |
| HARGPT Plot# Classes=6, # Channels=62025.08 | 28.3 | 15.7 | |
| Gemini Text# Classes=6, # Channels=62025.08 | 24.2 | 13 | |
| Gemini Table# Classes=6, # Channels=62025.08 | 21.3 | 9.8 | |
| Gemini Plot# Classes=6, # Channels=62025.08 | 20.6 | 31.7 | |
| NormWear# Classes=6, # Channels=62025.08 | 17.9 | 11.4 |