Action Captioning on XRF IMU v2 (test)
74.2BLEU@4MobiDiary
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MobiDiaryfull model=true2026.01 | 74.2 | 84.1 | 83.8 | 83.4 | 85.5 | |
| MobiDiaryw/o PE=true2026.01 | 72.4 | 82.2 | 80.3 | 79.7 | 82.6 | |
| SensorLLM2026.01 | 72.3 | 80.4 | 82.8 | 82.4 | 73.3 | |
| MobiDiaryw/o Conv-FFN=true2026.01 | 70.5 | 80.4 | 79.1 | 78.1 | 81.4 | |
| LLaSA2026.01 | 70.2 | 78.8 | 80.9 | 81 | 74.5 | |
| TimeLLM2026.01 | 69.4 | 79.9 | 79.8 | 78.8 | 79.3 | |
| PatchTST2026.01 | 68.8 | 78.2 | 77.3 | 76.7 | 79.1 | |
| ModernTCN2026.01 | 68.3 | 79.1 | 79.1 | 78.5 | 78.9 | |
| XRFMamba2026.01 | 68 | 74.7 | 73.4 | 72.5 | 73.9 | |
| MobiDiaryw/o patch=true2026.01 | 67.8 | 76.1 | 77 | 75.5 | 77.6 | |
| VTAR2026.01 | 52.7 | 62.9 | 62.4 | 62.9 | 70.2 | |
| Video Recap2026.01 | 49.1 | 62.3 | 60.9 | 61 | 68.8 | |
| RCG2026.01 | 47.3 | 61.3 | 60.3 | 58.5 | 69.3 | |
| Transformer2026.01 | 43 | 58.3 | 56.6 | 57.2 | 68.4 | |
| Attention-LSTM2026.01 | 33.3 | 53.3 | 51.2 | 51.7 | 60.7 | |
| LSTM2026.01 | 31.5 | 52.1 | 50.1 | 49.7 | 58.8 |