Action Anticipation on EPIC-KITCHENS unseen S2 (test)
41.41Top-1 Acc (Verb)Abstract Goal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Abstract Goal2022.09 | 41.41 | 22.36 | 13.28 | 73.1 | 41.62 | 24.24 | |
| Multi-Modal Temporal Convolutional NetworkAnticipation time (Ta)=1 second, Features=TBN2021.07 | 30.7 | 14.9 | 8.9 | 72 | 36.7 | 21.7 | |
| AVT+transductive learning=false2021.06 | 30.66 | 15.64 | 10.41 | 72.17 | 40.76 | 24.27 | |
| MM-TCN2022.09 | 30.66 | 14.92 | 8.91 | 72 | 36.67 | 21.68 | |
| AVT2022.09 | 30.66 | 15.64 | 10.41 | 72.17 | 40.76 | 24.27 | |
| Liu et al.Anticipation time (Ta)=1 second2021.07 | 29.9 | 16.8 | 9.9 | 71.8 | 38.9 | 23.7 | |
| FHOI+obj2021.06 | 29.87 | 16.8 | 9.94 | 71.77 | 38.96 | 23.69 | |
| Temporal Aggregate RepresentationsAuxiliary Task=Verb + Noun classification2020.06 | 29.5 | 16.5 | 10.1 | 70.1 | 37.8 | 23.4 | |
| Sener et al.Anticipation time (Ta)=1 second2021.07 | 29.5 | 16.5 | 10.1 | 70.1 | 37.8 | 23.4 | |
| ActionBanks2021.06 | 29.5 | 16.52 | 10.04 | 70.13 | 37.83 | 23.42 | |
| Temp. Agg.2022.09 | 29.5 | 16.52 | 10.04 | 70.13 | 37.83 | 23.42 | |
| ImagineRNN (Contrastive)Anticipation Time (T)=1s, Loss=Contrastive2021.01 | 29.33 | 15.5 | 9.25 | 70.67 | 35.78 | 22.19 | |
| ImagineRNN2021.06 | 29.33 | 15.5 | 9.25 | 70.67 | 35.78 | 22.19 | |
| ImagineRNN2022.09 | 29.33 | 15.5 | 9.25 | 70.67 | 35.78 | 22.19 | |
| ImagineRNNAnticipation time (Ta)=1 second2021.07 | 29.3 | 15.5 | 9.3 | 70.7 | 35.8 | 22.2 | |
| Multi-Modal Temporal Convolutional NetworkAnticipation time (Ta)=1 second, Features=TSN2021.07 | 29.3 | 15.2 | 8.9 | 71.2 | 36.8 | 21 | |
| [26]2020.06 | 28.4 | 12.4 | 7.2 | 69.8 | 32.2 | 19.3 | |
| Miech et al.Anticipation time (Ta)=1 second2021.07 | 28.4 | 12.4 | 7.2 | 69.9 | 32.2 | 19.3 | |
| P+D2021.06 | 28.4 | 12.4 | 7.2 | 69.8 | 32.2 | 19.3 | |
| TransitionalAnticipation Time (T)=1s2021.01 | 28.37 | 12.43 | 7.24 | 69.96 | 32.2 | 19.29 | |
| FHOI2021.06 | 28.27 | 14.07 | 8.64 | 70.67 | 34.35 | 22.91 | |
| Temporal Aggregate RepresentationsAuxiliary Task=None2020.06 | 27.5 | 16.6 | 10 | 66.8 | 32.8 | 23.4 | |
| Ego-OMGtransductive learning=true2021.06 | 27.42 | 17.65 | 11.81 | 68.59 | 37.93 | 23.76 | |
| SRL2022.09 | 27.42 | 15.47 | 8.88 | 71.9 | 36.8 | 22.06 | |
| Ego-OMGAnticipation time (Ta)=1 second2021.07 | 27.4 | 17.7 | 11.8 | 68.6 | 37.9 | 23.8 | |
| ImagineRNN (L2 loss)Anticipation Time (T)=1s, Loss=L22021.01 | 27.35 | 15.36 | 8.51 | 69.78 | 35.34 | 20.79 | |
| RU2019.05 | 27.01 | 15.19 | 8.16 | 69.55 | 34.38 | 21.1 | |
| RULSTMAnticipation Time (T)=1s2021.01 | 27.01 | 15.19 | 8.16 | 69.55 | 34.38 | 21.1 | |
| RULSTM2021.06 | 27.01 | 15.19 | 8.16 | 69.55 | 34.38 | 21.1 | |
| RU-LSTM2022.09 | 27.01 | 15.19 | 8.16 | 69.55 | 34.38 | 21.1 | |
| RU2020.06 | 27 | 15.2 | 8.2 | 69.6 | 34.4 | 21.1 | |
| RU-LSTMAnticipation time (Ta)=1 second2021.07 | 27 | 15.2 | 8.2 | 69.6 | 34.4 | 21.1 | |
| MM-Trans2022.09 | 26.8 | 18.4 | 6.76 | 70.4 | 44.18 | 20.04 | |
| ATSN2019.05 | 25.3 | 10.41 | 2.39 | 68.32 | 29.5 | 6.63 | |
| TSN2020.06 | 25.3 | 10.4 | 2.4 | 68.3 | 29.5 | 6.6 | |
| ATSNAnticipation Time (T)=1s2021.01 | 25.3 | 10.41 | 2.39 | 68.32 | 29.5 | 6.63 | |
| TSNAnticipation time (Ta)=1 second2021.07 | 25.3 | 10.4 | 2.4 | 68.3 | 29.5 | 6.6 | |
| ATSN2021.06 | 25.3 | 10.41 | 2.39 | 68.32 | 29.5 | 6.63 | |
| 2SCNN2019.05 | 25.23 | 9.97 | 2.29 | 68.66 | 27.38 | 9.35 | |
| 2SCNNAnticipation Time (T)=1s2021.01 | 25.23 | 9.97 | 2.29 | 68.66 | 27.38 | 9.35 | |
| 2SCNN2021.06 | 25.23 | 9.97 | 2.29 | 68.66 | 27.38 | 9.35 | |
| EDAnticipation Time (T)=1s2021.01 | 22.52 | 7.81 | 2.65 | 62.65 | 21.42 | 7.57 | |
| ED2021.06 | 22.52 | 7.81 | 2.65 | 62.65 | 21.42 | 7.57 | |
| Lat. Goal2022.09 | 22.4 | 19.12 | 4.78 | 72.07 | 42.68 | 16.97 | |
| MCE2019.05 | 21.27 | 9.9 | 5.57 | 63.33 | 25.5 | 15.71 | |
| MCEAnticipation Time (T)=1s2021.01 | 21.27 | 9.9 | 5.57 | 63.33 | 25.5 | 15.71 | |
| MCE2021.06 | 21.27 | 9.9 | 5.57 | 63.33 | 25.5 | 15.71 |