Action Anticipation on EPIC-KITCHENS seen S1 (test)
51.56Top-1 Acc (Verb)Abstract Goal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Abstract Goal2022.09 | 51.56 | 35.34 | 22.03 | 82.56 | 58.01 | 38.29 | |
| Temporal Aggregate RepresentationsAuxiliary Task=Verb + Noun classification2020.06 | 37.9 | 24.1 | 16.6 | 79.7 | 54 | 36.1 | |
| Sener et al.Anticipation time (Ta)=1 second2021.07 | 37.9 | 24.1 | 16.6 | 79.7 | 54 | 36.1 | |
| Temp. Agg.2022.09 | 37.87 | 24.1 | 16.64 | 79.74 | 53.98 | 36.06 | |
| Multi-Modal Temporal Convolutional NetworkAnticipation time (Ta)=1 second, Features=TBN2021.07 | 37.2 | 23.7 | 15.4 | 79.5 | 51.9 | 34.4 | |
| MM-TCN2022.09 | 37.16 | 23.75 | 15.45 | 79.48 | 51.86 | 34.37 | |
| Multi-Modal Temporal Convolutional NetworkAnticipation time (Ta)=1 second, Features=TSN2021.07 | 36.7 | 22.9 | 14.9 | 79.6 | 51.2 | 33.6 | |
| Liu et al.Anticipation time (Ta)=1 second2021.07 | 36.3 | 23.8 | 15.4 | 79.2 | 51.9 | 34.3 | |
| ImagineRNN2022.09 | 35.44 | 22.79 | 14.66 | 79.72 | 52.09 | 34.98 | |
| ImagineRNNAnticipation time (Ta)=1 second2021.07 | 35.4 | 22.8 | 14.7 | 79.7 | 52.1 | 34.9 | |
| SRL2022.09 | 34.89 | 22.84 | 14.24 | 79.59 | 52.03 | 34.61 | |
| AVT2022.09 | 34.36 | 20.16 | 16.84 | 80.03 | 51.57 | 36.52 | |
| RU2019.05 | 33.04 | 22.78 | 14.39 | 79.55 | 50.95 | 33.73 | |
| RU-LSTM2022.09 | 33.04 | 22.78 | 14.39 | 79.55 | 50.95 | 33.73 | |
| RU2020.06 | 33 | 22.8 | 14.4 | 79.6 | 50.9 | 33.7 | |
| RU-LSTMAnticipation time (Ta)=1 second2021.07 | 33 | 22.8 | 14.4 | 79.6 | 50.9 | 33.7 | |
| Ego-OMGAnticipation time (Ta)=1 second2021.07 | 32.2 | 24.9 | 16 | 77.4 | 50.2 | 34.5 | |
| ATSN2019.05 | 31.81 | 16.22 | 6 | 76.56 | 42.15 | 28.21 | |
| TSN2020.06 | 31.8 | 16.2 | 6 | 76.6 | 42.2 | 28.2 | |
| TSNAnticipation time (Ta)=1 second2021.07 | 31.8 | 16.2 | 6 | 76.6 | 42.2 | 28.2 | |
| Temporal Aggregate RepresentationsAuxiliary Task=None2020.06 | 31.4 | 22.6 | 16.4 | 75.2 | 47.2 | 36.4 | |
| [26]2020.06 | 30.7 | 16.5 | 9.7 | 76.2 | 42.7 | 25.4 | |
| Miech et al.Anticipation time (Ta)=1 second2021.07 | 30.7 | 16.5 | 9.7 | 76.2 | 42.7 | 25.4 | |
| 2SCNN2019.05 | 29.76 | 15.15 | 4.32 | 76.03 | 38.56 | 15.21 | |
| MM-Trans2022.09 | 28.59 | 27.18 | 10.85 | 78.64 | 57.66 | 30.83 | |
| Lat. Goal2022.09 | 27.96 | 27.4 | 8.1 | 78.09 | 55.98 | 26.46 | |
| MCE2019.05 | 27.92 | 16.09 | 10.76 | 73.59 | 39.32 | 25.28 |