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ResearchFormerly WizWand

Action Recognition on UCF

96.8Top-1 AccS3D (supervised learning)
52.28863.84475.486.956Mar 31, 2022
Updated 8mo ago

Evaluation results

MethodLinks
S3D (supervised learning)Model (Backbone)=S3D, Frozen=✖2022.0396.8
VT-TWINSPre-training Dataset=HTM, MM (Modality)=Text, Model (Backbone)=S3D, Frozen=✔2022.0385
AVTSPre-training Dataset=K600, MM (Modality)=Audio, Model (Backbone)=I3D, Frozen=✖2022.0383.7
MIL-NCEPre-training Dataset=HTM, MM (Modality)=Text, Model (Backbone)=I3D, Frozen=✔2022.0383.4
MIL-NCEPre-training Dataset=HTM, MM (Modality)=Text, Model (Backbone)=S3D, Frozen=✔2022.0382.7
CBTPre-training Dataset=K600, MM (Modality)=✖, Model (Backbone)=S3D, Frozen=✖2022.0379.5
DPCPre-training Dataset=K400, MM (Modality)=✖, Model (Backbone)=3D-R34, Frozen=✖2022.0375.7
3DRotNetPre-training Dataset=K600, MM (Modality)=✖, Model (Backbone)=S3D, Frozen=✖2022.0375.3
ClipOrderPre-training Dataset=UCF, MM (Modality)=✖, Model (Backbone)=R(2+1)D, Frozen=✖2022.0372.4
Shuffle & LearnPre-training Dataset=K600, MM (Modality)=✖, Model (Backbone)=S3D, Frozen=✖2022.0368.7
3D ST-puzzlePre-training Dataset=K400, MM (Modality)=✖, Model (Backbone)=3D-R18, Frozen=✖2022.0365.8
Wang et al.Pre-training Dataset=K400, MM (Modality)=Flow, Model (Backbone)=C3D, Frozen=✖2022.0361.2
Fernanado et al.Pre-training Dataset=UCF, MM (Modality)=✖, Model (Backbone)=AlexNet, Frozen=✖2022.0360.3
OPNPre-training Dataset=UCF, MM (Modality)=✖, Model (Backbone)=VGG, Frozen=✖2022.0359.6
CMCPre-training Dataset=UCF, MM (Modality)=Flow, Model (Backbone)=CaffeNet, Frozen=✖2022.0359.1
GeometryPre-training Dataset=UCF, MM (Modality)=Flow, Model (Backbone)=CaffeNet, Frozen=✖2022.0359.1
CBTPre-training Dataset=K600, MM (Modality)=✖, Model (Backbone)=S3D, Frozen=✔2022.0354