Action Anticipation on EGTEA Gaze+ (Top-1 Accuracy Focus)
79.3Top-1 Acc (Verb)InAVIT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| InAVIT2022.11 | 79.3 | 77.6 | 67.8 | 79.2 | 76.9 | 58.2 | — | |
| InAVIT2022.11 | 79.3 | 77.6 | 67.8 | 79.2 | 76.9 | 58.2 | — | |
| ORVIT-MF*2022.11 | 78.8 | 76.3 | 67.3 | 78.8 | 75.8 | 57.2 | — | |
| ORVIT-MF*Notes=MF denotes motion features2022.11 | 78.8 | 76.3 | 67.3 | 78.8 | 75.8 | 57.2 | — | |
| MF*2022.11 | 77.8 | 75.6 | 66.6 | 77.5 | 72.1 | 56.9 | — | |
| MF*Notes=MF denotes motion features2022.11 | 77.8 | 75.6 | 66.6 | 77.5 | 72.1 | 56.9 | — | |
| Abs. Goal2022.11 | 64.8 | 65.3 | 49.8 | 63.4 | 55.6 | 37.4 | — | |
| Abs. Goal2022.11 | 64.8 | 65.3 | 49.8 | 63.4 | 55.6 | 37.4 | — | |
| Abstract GoalAnticipation time=0.5s2022.09 | 64.8 | 65.3 | 49.8 | 63.4 | 55.6 | 37.4 | — | |
| AVT2022.11 | 54.9 | 52.2 | 43 | 49.9 | 48.3 | 35.2 | — | |
| AVT2022.11 | 54.9 | 52.2 | 43 | 49.9 | 48.3 | 35.2 | — | |
| AVTAnticipation time=0.5s2022.09 | 54.9 | 52.2 | 43 | 49.9 | 48.3 | 35.2 | — | |
| AFFT2022.11 | 53.4 | 50.4 | 42.5 | 42.4 | 44.5 | 35.2 | — | |
| AFFT2022.11 | 53.4 | 50.4 | 42.5 | 42.4 | 44.5 | 35.2 | — | |
| RU-LSTM2022.11 | 50.3 | 48.1 | 38.6 | — | — | — | — | |
| RU-LSTMAnticipation time=0.5s2022.09 | 50.3 | 48.1 | 38.6 | — | — | — | — | |
| FHOI2022.11 | 49 | 45.5 | 36.6 | 32.5 | 32.7 | 25.3 | — | |
| FHOI2022.11 | 49 | 45.5 | 36.6 | 32.5 | 32.7 | 25.3 | — | |
| FHOIAnticipation time=0.5s2022.09 | 49 | 45.5 | 36.6 | 32.5 | 32.7 | 25.3 | — | |
| I3D-Res502022.11 | 48 | 42.1 | 34.8 | 31.3 | 30 | 23.2 | — | |
| I3D-Res50Anticipation time=0.5s2022.09 | 48 | 42.1 | 34.8 | 31.3 | 30 | 23.2 | — | |
| AFFT2026.07 | — | — | — | — | — | — | 35.2 | |
| AVT2026.07 | — | — | — | — | — | — | 35.2 | |
| InAViT2026.07 | — | — | — | — | — | — | 58.2 | |
| MF2026.07 | — | — | — | — | — | — | 56.9 | |
| ORVIT-MF2026.07 | — | — | — | — | — | — | 57.2 | |
| SAGE2026.07 | — | — | — | — | — | — | 58.4 |