Action Recognition on Kinetics-400 (train/val)
76.2Top-1 AccuracyOct-SlowFast-R50
Evaluation Results
| Method | Links | |
|---|---|---|
| Oct-SlowFast-R50alpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=24.52019.04 | 76.2 | |
| Oct-SlowFast-R50alpha=0.2, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=22.92019.04 | 75.8 | |
| Oct-I3D + Non-localalpha=0.1, ImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=28.92019.04 | 75.7 | |
| SlowFast-R50ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=27.62019.04 | 75.6 | |
| I3D + Non-localImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=33.32019.04 | 74.7 | |
| Oct-I3Dalpha=0.1, ImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=25.62019.04 | 74.6 | |
| Oct-C2Dalpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=17.42019.04 | 73.8 | |
| Oct-I3Dalpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=25.62019.04 | 73.6 | |
| I3DImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=28.12019.04 | 73.3 | |
| Oct-I3Dalpha=0.2, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=22.12019.04 | 73.1 | |
| I3DImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=28.12019.04 | 72.6 | |
| Oct-I3Dalpha=0.5, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=15.32019.04 | 72.1 | |
| C2DImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=19.32019.04 | 71.9 |