Action Recognition on EPIC-Kitchens s1 (seen) v1 (test)
41.4Actions Top-1 AccuracyBaidu-UTS (leaderboard)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Baidu-UTS (leaderboard)2019.05 | 41.4 | 69.8 | 91 | 52.3 | 76.7 | 63.6 | |
| G-BlendModality=Audio-Visual2019.05 | 37.1 | 66.7 | 88.9 | 48.5 | 71.4 | 56.2 | |
| Leaderboard2019.05 | 36.7 | 66.1 | 91.3 | 47.9 | 72.8 | 58.6 | |
| TBN EnsembleEnsemble=5 models2019.05 | 36.7 | 66.1 | 91.2 | 47.9 | 72.8 | 58.6 | |
| AssembleNet++ ODF+SDFSK Size=exact2020.01 | 35.8 | 66.2 | 88.5 | 49.3 | 72.8 | 56.8 | |
| AssembleNet++ ODF+SDFSK Size=10242020.01 | 35 | 65 | 87.8 | 48.8 | 72.5 | 56.1 | |
| Ours SAPPre-training=Kinetics2020.02 | 34.8 | 63.2 | 86.1 | 48.3 | 71.5 | 55.9 | |
| TBN Single2019.05 | 34.8 | 64.8 | 90.7 | 46 | 71.3 | 56.7 | |
| R(2+1)Ddepth=152, pre-training=IG-Kinetics, short edge scaling=true2019.05 | 34.5 | 65.2 | 87.4 | 45.1 | 67.8 | 53.8 | |
| WeakLargeScale2020.01 | 34.5 | 65.2 | 87.4 | 45.1 | 67.8 | 53.8 | |
| R(2+1)Ddepth=34, pre-training=IG-Kinetics2019.05 | 34.4 | 63.3 | 87.5 | 46.3 | 69.6 | 54.2 | |
| Visual: ip-CSN-152Modality=Visual2019.05 | 34.4 | 64.5 | 88.1 | 45.1 | 68.4 | 52.7 | |
| R(2+1)Ddepth=152, pre-training=IG-Kinetics2019.05 | 34.1 | 63.8 | 87.7 | 45.3 | 68.3 | 53.5 | |
| R(2+1)Ddepth=34, pre-training=IG-Kinetics, short edge scaling=true2019.05 | 33.4 | 63.2 | 87.6 | 45.4 | 68.7 | 52.4 | |
| LFB Maxoperator=Max2018.12 | 32.7 | 60 | 88.4 | 45 | 71.8 | 55.3 | |
| LFB MaxPre-training=Kinetics+ImageNet2020.02 | 32.7 | 60 | 88.4 | 45 | 71.8 | 55.3 | |
| LFB MaxPooling=Max2020.01 | 32.7 | 60 | 88.4 | 45 | 71.8 | 55.3 | |
| DEEP-HAL+ODF+SDFSK Size=10242020.01 | 32.5 | 62.2 | 85 | 46.1 | 69.3 | 53.6 | |
| R(2+1)Ddepth=34, pre-training=Sports-1M2019.05 | 31 | 59.6 | 87.2 | 43.7 | 67 | 50.3 | |
| LSTAPre-training=ImageNet2020.02 | 30.2 | — | — | — | — | — | |
| R(2+1)Ddepth=34, pre-training=Kinetics2019.05 | 26.8 | 59.1 | 87.4 | 38 | 62.7 | 46.1 | |
| R(2+1)D 34Pre-training=Kinetics2020.02 | 26.8 | 59.1 | 87.4 | 38 | 62.7 | 46.1 | |
| TSN FusionPre-training=ImageNet2020.02 | 25.4 | 54.7 | 87.2 | 40.1 | 65.8 | 45.7 | |
| TSN RGBPre-training=ImageNet2020.02 | 22.4 | 48 | 87 | 38.9 | 65.5 | 44.8 | |
| TSN Fusionmodality=Fusion2018.12 | 20.5 | 48.2 | 84.1 | 36.7 | 62.3 | 39.8 | |
| TSN Fusion2020.01 | 20.5 | 48.2 | 84.1 | 36.7 | 62.3 | 39.8 | |
| TSN RGBmodality=RGB2018.12 | 19.9 | 45.7 | 85.6 | 36.8 | 64.2 | 41.9 | |
| TSN FlowPre-training=ImageNet2020.02 | 16.8 | 51.7 | 84.6 | 26.8 | 50.6 | 33.8 | |
| TSN Flowmodality=Flow2018.12 | 9 | 42.8 | 79.5 | 17.4 | 39.4 | 21.9 |