Action Captioning on WiFiTAD (test)
51.3B@4MobiDiary
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MobiDiaryvariant=Full Model2026.01 | 51.3 | 58.3 | 58.8 | 57.6 | 52.2 | |
| WiFiTAD2026.01 | 50.3 | 55.8 | 54.9 | 57.1 | 51.7 | |
| MobiDiaryvariant=w/o Conv-FFN2026.01 | 50.3 | 57.1 | 58 | 55.5 | 51.5 | |
| XRFMamba2026.01 | 49.8 | 54.3 | 53.3 | 55.9 | 50.4 | |
| MobiDiaryvariant=w/o PE2026.01 | 49.3 | 56.3 | 57.6 | 54.1 | 50.9 | |
| TimeLLM2026.01 | 47.7 | 52.1 | 51.8 | 54.5 | 47.1 | |
| MobiDiaryvariant=w/o patch2026.01 | 47.3 | 54.1 | 55.3 | 53.2 | 49.9 | |
| ModernTCN2026.01 | 46.8 | 51.3 | 50.5 | 53.5 | 46.8 | |
| PatchTST2026.01 | 46.3 | 50.2 | 49.7 | 52.6 | 46.9 | |
| LLaSA2026.01 | 44.9 | 46.1 | 45.9 | 50.4 | 39.4 | |
| SensorLLM2026.01 | 44.2 | 48.2 | 46.6 | 50.2 | 38.8 | |
| RF-Diary2026.01 | 33.2 | 36.4 | 37.1 | 37.3 | 28.8 | |
| VTAR2026.01 | 26.9 | 30.1 | 29.6 | 29.9 | 26.1 | |
| Video Recap2026.01 | 25.7 | 27.9 | 29.3 | 28.6 | 23.3 | |
| RCG2026.01 | 25.3 | 28.3 | 29.1 | 28.8 | 24.4 |