Action Recognition on EPIC-Kitchens v1 (val)
58.4Verbs Top-1 AccR(2+1)D
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| R(2+1)Ddepth=152, pre-training=IG-Kinetics, short edge scaling=true2019.05 | 58.4 | 84.1 | 36.9 | 60.3 | 26.1 | 42.7 | |
| R(2+1)Ddepth=34, pre-training=IG-Kinetics2019.05 | 56.6 | 83.5 | 32.7 | 55.5 | 22.5 | 39.2 | |
| R(2+1)Ddepth=152, pre-training=IG-Kinetics2019.05 | 56.6 | 83.8 | 34.5 | 58.5 | 23.5 | 40.6 | |
| R(2+1)Ddepth=34, pre-training=IG-Kinetics, short edge scaling=true2019.05 | 55.5 | 83.3 | 34.8 | 57.2 | 22.8 | 39.8 | |
| LFB Avgoperator=Average2018.12 | 53 | 82.3 | 29.1 | 55.4 | 21.2 | 40.8 | |
| LFB Maxoperator=Max2018.12 | 52.6 | 81.2 | 31.8 | 56.8 | 22.8 | 41.1 | |
| STOensemble=true2018.12 | 51.9 | 81.2 | 27.8 | 52.5 | 20.5 | 39.4 | |
| LFB NLoperator=Non-Local2018.12 | 51.7 | 81.2 | 29.2 | 55.3 | 21.4 | 40.2 | |
| STOensemble=false2018.12 | 51 | 80.8 | 26.6 | 51.5 | 19.5 | 38.3 | |
| 3D CNNensemble=true2018.12 | 50.7 | 81.2 | 27.8 | 52.8 | 20 | 39 | |
| R(2+1)Ddepth=34, pre-training=Sports-1M2019.05 | 50 | 79.8 | 24.8 | 46.2 | 16 | 30.3 | |
| 3D CNNensemble=false2018.12 | 49.8 | 80.6 | 26.1 | 51.3 | 19 | 37.8 | |
| R(2+1)Ddepth=34, pre-training=Kinetics2019.05 | 46.8 | 79.2 | 25.6 | 47.5 | 15.3 | 29.4 | |
| Baradel2018.12 | 40.9 | — | — | — | — | — | |
| Baradel et al.2019.05 | 40.9 | — | — | — | — | — |