Action Anticipation on EGTEA Gaze+ (Split 1)
54.9Top-1 Acc (Verb)AVT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AVTBackbone=AVT-b, tau_a=0.5s, Training=end-to-end2021.06 | 54.9 | 52.2 | 43 | 49.9 | 48.3 | 35.2 | — | — | |
| AVTAnticipation time (tau_a)=0.5s2022.10 | 54.9 | 52.2 | 43 | 49.9 | 48.3 | 35.2 | — | — | |
| AFFT-TSNAnticipation time (tau_a)=0.5s, Backbone Training Protocol=Frozen2022.10 | 53.4 | 50.4 | 42.5 | 42.4 | 44.5 | 35.2 | — | — | |
| AVT-hBackbone=TSN, tau_a=0.5s2021.06 | 51.7 | 50.3 | 39.8 | 41.2 | 41.4 | 28.3 | — | — | |
| AVT (TSN)Anticipation time (tau_a)=0.5s2022.10 | 51.7 | 50.3 | 39.8 | 41.2 | 41.4 | 28.3 | — | — | |
| FHOItau_a=0.5s2021.06 | 49 | 45.5 | 36.6 | 32.5 | 32.7 | 25.3 | — | — | |
| FHOIAnticipation time (tau_a)=0.5s2022.10 | 49 | 45.5 | 36.6 | 32.5 | 32.7 | 25.3 | — | — | |
| I3D-Res50tau_a=0.5s2021.06 | 48 | 42.1 | 34.8 | 31.3 | 30 | 23.2 | — | — | |
| I3D-Res50Anticipation time (tau_a)=0.5s2022.10 | 48 | 42.1 | 34.8 | 31.3 | 30 | 23.2 | — | — | |
| AFFTModalities=RGB+Flow2024.07 | — | — | — | — | — | — | — | 42.5 | |
| AVTModalities=RGB2024.07 | — | — | — | — | — | — | — | 43 | |
| S-GEARModalities=RGB2024.07 | — | — | — | — | — | — | — | 45.7 |