Human Activity Recognition on USC-HAD Subject-Hold-Out
60AccuracyZARA Gemini
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZARA Gemini# Classes=12, # Channels=62025.08 | 60 | 60.1 | |
| ZARA GPT# Classes=12, # Channels=62025.08 | 56.7 | 57.4 | |
| ZARA Qwen-80B# Classes=12, # Channels=62025.08 | 47.1 | 49.2 | |
| ZARA Qwen-30B# Classes=12, # Channels=62025.08 | 42.1 | 41.4 | |
| UniMTS# Classes=12, # Channels=62025.08 | 29.6 | 24.2 | |
| Gemini Table# Classes=12, # Channels=62025.08 | 17.1 | 9.7 | |
| IMU2CLIP# Classes=12, # Channels=62025.08 | 16.3 | 10.5 | |
| HARGPT Plot# Classes=12, # Channels=62025.08 | 14.6 | 8.7 | |
| Gemini Text# Classes=12, # Channels=62025.08 | 14.2 | 5.4 | |
| HARGPT Text# Classes=12, # Channels=62025.08 | 13.8 | 7.3 | |
| Gemini Plot# Classes=12, # Channels=62025.08 | 10.8 | 5.3 | |
| NormWear# Classes=12, # Channels=62025.08 | 10 | 5.8 | |
| ImageBind# Classes=12, # Channels=62025.08 | 7.9 | 1.8 | |
| IMUGPT# Classes=12, # Channels=62025.08 | 2.9 | 1.9 |