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ResearchFormerly WizWand

Action Recognition on NTU-120 (Cross-Subject 1 (CS1))

90.7Top-1 AccuracyVPN++
57.21265.90674.683.294May 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
VPN++Stream=VPN++ + 3D Poses2021.0590.7
VPN++ + 3D PosesPose=true, RGB=true, Attention mechanism=true2021.0590.7
VPN++ + 3D PosesStream=VPN++ + 3D Poses2021.0590.7
MS-G3D NetPose=true, RGB=false, Attention mechanism=false2021.0586.9
VPN++Stream=Distilled2021.0586.7
VPN++Pose=false, RGB=true, Attention mechanism=true2021.0586.7
VPN++Stream=VPN++2021.0586.7
VPNStream=Attention Fusion2021.0586.3
VPNPose=true, RGB=true, Attention mechanism=true2021.0586.3
VPNStream=I1 + I2 (attention)2021.0586.3
VPN-AStream=Distilled2021.0585.2
VPN-AStream=VPN-A2021.0585.2
VPN-FStream=Distilled2021.0585.1
VPN-FStream=VPN-F2021.0585.1
Separable STA*Pose=true, RGB=true, Attention mechanism=true2021.0583.8
2s-AGCNPose=true, RGB=false, Attention mechanism=true2021.0582.9
I3D + AGCN-JStream=Late Fusion2021.0581.1
RGB + 3D Poses (Late Fusion)Stream=I1 + I2 (Late Fusion)2021.0581.1
AGCN-JStream=3D Poses2021.0579.6
AGCN-JStream=3D Poses2021.0579.6
I3DStream=RGB2021.0577
I3D*Pose=false, RGB=true, Attention mechanism=false2021.0577
I3DStream=RGB2021.0577
PEMPose=false, RGB=true, Attention mechanism=true2021.0564.6
Multi-Task CNNPose=false, RGB=false, Attention mechanism=true2021.0562.2
2s-Att LSTMPose=false, RGB=true, Attention mechanism=true2021.0561.2
Two-streams + ST-LSTMPose=true, RGB=true, Attention mechanism=false2021.0561.2
Two-streamsPose=false, RGB=true, Attention mechanism=false2021.0558.5