Long-term Action Anticipation on 50 Salads (test)
39.55MoC (alpha=0.2, beta=0.1)FUTR
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FUTRinput type=feature2024.12 | 39.55 | 27.54 | 23.31 | 17.77 | 35.15 | 24.86 | 24.22 | 15.26 | |
| ActFusioninput type=feature2024.12 | 39.55 | 28.6 | 23.61 | 19.9 | 42.8 | 27.11 | 23.48 | 22.07 | |
| ObjectPromptinput type=feature2024.12 | 37.4 | 28.9 | 24.2 | 18.1 | 28 | 24 | 24.3 | 19.3 | |
| A-ACTinput type=feature2024.12 | 35.4 | 29.6 | 22.5 | 16.1 | 35.7 | 25.3 | 20.1 | 16.3 | |
| Cycle Cons.input type=feature2024.12 | 34.76 | 28.41 | 21.82 | 15.25 | 34.39 | 23.7 | 18.95 | 15.89 | |
| Time-Cond.input type=label2024.12 | 32.51 | 27.61 | 21.26 | 15.99 | 35.12 | 27.05 | 22.05 | 15.59 | |
| RNNinput type=label2024.12 | 30.06 | 25.43 | 18.74 | 13.49 | 30.77 | 17.19 | 14.79 | 9.77 | |
| Temporal Agg.input type=feature2024.12 | 25.5 | 19.9 | 18.2 | 15.1 | 30.6 | 22.5 | 19.1 | 11.2 | |
| UAAA (mode)input type=label2024.12 | 24.86 | 22.37 | 19.88 | 12.82 | 29.1 | 20.5 | 15.28 | 12.31 | |
| CNNinput type=label2024.12 | 21.24 | 19.03 | 15.98 | 9.87 | 29.14 | 20.14 | 17.46 | 10.86 |