HOI Anticipation on VidHOI Oracle mode
38.46mAPHOI4ABOT (Dual, scratch)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HOI4ABOT (Dual, scratch)Oracle mode=true, t=1, variant=Dual, mode=scratch2023.09 | 38.46 | 73.32 | 63.78 | 55.37 | 65.59 | |
| HOI4ABOT (Stacked, Hydra)Oracle mode=true, t=1, variant=Stacked, mode=Hydra2023.09 | 37.8 | 72.05 | 65.58 | 56.23 | 66.09 | |
| HOI4ABOT (Dual, Hydra)Oracle mode=true, t=1, variant=Dual, mode=Hydra2023.09 | 37.77 | 74.07 | 64.9 | 56.38 | 66.53 | |
| SAGEtau_a=12026.07 | 37.71 | 72.88 | 60.24 | 51.86 | 62.72 | |
| ST-GazeOracle mode=true, t=12023.09 | 37.59 | 72.17 | 59.98 | 51.65 | 62.78 | |
| HOI4ABOT (Stacked, Scratch)Oracle mode=true, t=1, variant=Stacked, mode=Scratch2023.09 | 36.14 | 70.03 | 64.61 | 53.99 | 64.34 | |
| ST-Gaze*tau_a=1, includes word embedding module=true2026.07 | 35.71 | 71.28 | 59.38 | 51.06 | 62.06 | |
| HOI4ABOT (Stacked, Hydra)Oracle mode=true, t=5, variant=Stacked, mode=Hydra2023.09 | 35 | 72.86 | 65.18 | 56.36 | 66.2 | |
| HOI4ABOT (Stacked, Hydra)Oracle mode=true, t=3, variant=Stacked, mode=Hydra2023.09 | 34.9 | 72.96 | 65.05 | 56.3 | 66.2 | |
| HOI4ABOT (Dual, Hydra)Oracle mode=true, t=3, variant=Dual, mode=Hydra2023.09 | 34.75 | 74.37 | 64.52 | 56.22 | 66.4 | |
| HOI4ABOT (Stacked, Scratch)Oracle mode=true, t=3, variant=Stacked, mode=Scratch2023.09 | 34.65 | 73.85 | 62.13 | 54.15 | 64.77 | |
| HOI4ABOT (Dual, scratch)Oracle mode=true, t=3, variant=Dual, mode=scratch2023.09 | 34.58 | 73.61 | 61.7 | 54 | 64.48 | |
| HOI4ABOT (Stacked, Scratch)Oracle mode=true, t=5, variant=Stacked, mode=Scratch2023.09 | 34.27 | 72.29 | 61.81 | 53.65 | 64.03 | |
| SAGEtau_a=32026.07 | 34.22 | 72.36 | 60.98 | 52.88 | 63.05 | |
| HOI4ABOT (Dual, Hydra)Oracle mode=true, t=5, variant=Dual, mode=Hydra2023.09 | 34.07 | 73.67 | 65.1 | 56.31 | 66.4 | |
| HOI4ABOT (Dual, scratch)Oracle mode=true, t=5, variant=Dual, mode=scratch2023.09 | 33.79 | 72.33 | 63.96 | 55.28 | 65.21 | |
| ST-GazeOracle mode=true, t=32023.09 | 33.14 | 71.88 | 60.44 | 52.08 | 62.87 | |
| ST-GazeOracle mode=true, t=52023.09 | 32.75 | 71.25 | 59.09 | 51.14 | 61.92 | |
| SAGEtau_a=52026.07 | 32.64 | 71.96 | 59.88 | 51.46 | 62.14 | |
| ST-Gaze*tau_a=5, includes word embedding module=true2026.07 | 32.3 | 70.67 | 58.99 | 50.79 | 61.59 | |
| ST-Gaze*tau_a=3, includes word embedding module=true2026.07 | 32.19 | 71.09 | 60.17 | 51.63 | 62.39 | |
| STTranOracle mode=true, t=12023.09 | 29.09 | 74.76 | 41.36 | 36.61 | 50.48 | |
| STTrantau_a=12026.07 | 29.09 | 74.76 | 41.36 | 36.61 | 50.48 | |
| STTranOracle mode=true, t=32023.09 | 27.59 | 74.79 | 40.86 | 36.42 | 50.16 | |
| STTrantau_a=32026.07 | 27.59 | 74.79 | 40.86 | 36.42 | 50.16 | |
| STTranOracle mode=true, t=52023.09 | 27.32 | 75.65 | 41.18 | 36.92 | 50.66 | |
| STTrantau_a=52026.07 | 27.32 | 75.65 | 41.18 | 36.92 | 50.66 |