Egocentric Action Anticipation on EPIC-Kitchens-55 S1 - Seen (test)
37.87Top-1 Acc (Verb)ActionBanks
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ActionBanks2021.06 | 37.87 | 24.1 | 16.64 | 79.74 | 53.98 | 36.06 | — | — | — | — | — | — | |
| FHOI+obj2021.06 | 36.25 | 23.83 | 15.42 | 79.15 | 51.98 | 34.29 | — | — | — | — | — | — | |
| ImagineRNN (Contrastive)Anticipation Time (T)=1s2021.01 | 35.44 | 22.79 | 14.66 | 79.72 | 52.09 | 34.98 | — | — | — | — | — | — | |
| ImagineRNN2021.06 | 35.44 | 22.79 | 14.66 | 79.72 | 52.09 | 34.98 | — | — | — | — | — | — | |
| ImagineRNN (l2 loss)Anticipation Time (T)=1s2021.01 | 35.26 | 22.57 | 15.07 | 79.66 | 52.04 | 34.66 | — | — | — | — | — | — | |
| FHOI2021.06 | 34.99 | 20.86 | 14.04 | 77.05 | 46.45 | 31.29 | — | — | — | — | — | — | |
| AVT+transductive learning=false2021.06 | 34.36 | 20.16 | 16.84 | 80.03 | 51.57 | 36.52 | — | — | — | — | — | — | |
| RU-LSTMSplit=S12019.05 | 33.04 | 22.78 | 14.39 | 79.55 | 50.95 | 33.73 | 25.5 | 24.12 | 7.37 | 15.73 | 19.81 | 7.66 | |
| RULSTMAnticipation Time (T)=1s2021.01 | 33.04 | 22.78 | 14.39 | 79.55 | 50.95 | 33.73 | — | — | — | — | — | — | |
| RULSTM2021.06 | 33.04 | 22.78 | 14.39 | 79.55 | 50.95 | 33.73 | — | — | — | — | — | — | |
| Ego-OMGtransductive learning=true2021.06 | 32.2 | 24.9 | 16.02 | 77.42 | 50.24 | 34.53 | — | — | — | — | — | — | |
| TSN (Fusion)Split=S12019.05 | 31.81 | 16.22 | 6 | 76.56 | 42.15 | 28.21 | 23.91 | 19.13 | 3.13 | 9.33 | 11.93 | 2.39 | |
| ATSNAnticipation Time (T)=1s2021.01 | 31.81 | 16.22 | 6 | 76.56 | 42.15 | 28.21 | — | — | — | — | — | — | |
| ATSN2021.06 | 31.81 | 16.22 | 6 | 76.56 | 42.15 | 28.21 | — | — | — | — | — | — | |
| TransitionalAnticipation Time (T)=1s2021.01 | 30.74 | 16.47 | 9.74 | 76.21 | 42.72 | 25.44 | — | — | — | — | — | — | |
| P+D2021.06 | 30.7 | 16.5 | 9.7 | 76.2 | 42.7 | 25.4 | — | — | — | — | — | — | |
| 2SCNN (Fusion)Split=S12019.05 | 29.76 | 15.15 | 4.32 | 76.03 | 38.56 | 15.21 | 13.76 | 17.19 | 2.48 | 7.32 | 10.72 | 1.81 | |
| 2SCNNAnticipation Time (T)=1s2021.01 | 29.76 | 15.15 | 4.32 | 76.03 | 38.56 | 15.21 | — | — | — | — | — | — | |
| 2SCNN2021.06 | 29.76 | 15.15 | 4.32 | 76.03 | 38.56 | 15.21 | — | — | — | — | — | — | |
| EDAnticipation Time (T)=1s2021.01 | 29.35 | 16.07 | 8.08 | 74.49 | 38.83 | 18.19 | — | — | — | — | — | — | |
| ED2021.06 | 29.35 | 16.07 | 8.08 | 74.49 | 38.83 | 18.19 | — | — | — | — | — | — | |
| VNMCESplit=S12019.05 | 27.92 | 16.09 | 10.76 | 73.59 | 39.32 | 25.28 | 23.43 | 17.53 | 6.05 | 14.79 | 11.65 | 5.11 | |
| MCEAnticipation Time (T)=1s2021.01 | 27.92 | 16.09 | 10.76 | 73.59 | 39.32 | 25.28 | — | — | — | — | — | — | |
| MCE2021.06 | 27.92 | 16.09 | 10.76 | 73.59 | 39.32 | 25.28 | — | — | — | — | — | — |