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ResearchFormerly WizWand

Action Recognition on Kinetics-400 (train/val)

76.2Top-1 AccuracyOct-SlowFast-R50
71.72872.88974.0575.211Apr 10, 2019
Updated 8mo ago

Evaluation results

MethodLinks
Oct-SlowFast-R50alpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=24.52019.0476.2
Oct-SlowFast-R50alpha=0.2, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=22.92019.0475.8
Oct-I3D + Non-localalpha=0.1, ImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=28.92019.0475.7
SlowFast-R50ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=27.62019.0475.6
I3D + Non-localImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=33.32019.0474.7
Oct-I3Dalpha=0.1, ImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=25.62019.0474.6
Oct-C2Dalpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=17.42019.0473.8
Oct-I3Dalpha=0.1, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=25.62019.0473.6
I3DImageNet Pretrain=true, Backbone=ResNet-50, #FLOPs (G)=28.12019.0473.3
Oct-I3Dalpha=0.2, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=22.12019.0473.1
I3DImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=28.12019.0472.6
Oct-I3Dalpha=0.5, ImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=15.32019.0472.1
C2DImageNet Pretrain=false, Backbone=ResNet-50, #FLOPs (G)=19.32019.0471.9