Human Activity Recognition on WISDM Subject-Hold-Out
65.6AccuracyZARA Gemini
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZARA Gemini# Classes=18, # Channels=62025.08 | 65.6 | 64.1 | |
| ZARA GPT# Classes=18, # Channels=62025.08 | 60.8 | 59.5 | |
| ZARA Qwen-80B# Classes=18, # Channels=62025.08 | 57.6 | 56.4 | |
| ZARA Qwen-30B# Classes=18, # Channels=62025.08 | 53.5 | 50.9 | |
| UniMTS# Classes=18, # Channels=62025.08 | 30.2 | 28.5 | |
| Gemini Text# Classes=18, # Channels=62025.08 | 11.1 | 7.6 | |
| Gemini Table# Classes=18, # Channels=62025.08 | 10.1 | 7.8 | |
| IMU2CLIP# Classes=18, # Channels=62025.08 | 10.1 | 5.9 | |
| Gemini Plot# Classes=18, # Channels=62025.08 | 9.4 | 7.2 | |
| ImageBind# Classes=18, # Channels=62025.08 | 8 | 4.7 | |
| HARGPT Plot# Classes=18, # Channels=62025.08 | 5.9 | 2.8 | |
| IMUGPT# Classes=18, # Channels=62025.08 | 5.9 | 2.1 | |
| HARGPT Text# Classes=18, # Channels=62025.08 | 5.6 | 1.8 | |
| NormWear# Classes=18, # Channels=62025.08 | 4.2 | 1.4 |