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ResearchFormerly WizWand

Action Classification on Smarthome (cross-subject)

72.9AccuracyVPFN++ + 3D Poses + OF
40.6649.0357.465.77Jul 6, 2020Aug 27, 2020Oct 19, 2020Dec 10, 2020Feb 1, 2021Mar 25, 2021May 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
VPFN++ + 3D Poses + OFFusion=VPFN++ + 3D Poses + OF2021.0572.9
VPFN++ + 3D Poses + OFFusion=VPFN++ + 3D Poses + OF2021.0572.9
VPFN++ + 3D PosesFusion=VPFN++ + 3D Poses2021.0571.7
VPFN++ + 3D PosesFusion=VPFN++ + 3D Poses2021.0571.7
VPN++Stream=VPN++ + 3D Poses2021.0571
VPN++ + 3D PosesPose=true, RGB=true, Att=true, Pose Quality=New Poses2021.0571
VPN++ + 3D PosesStream=VPN++ + 3D Poses2021.0571
VPFN++Fusion=VPFN++2021.0569.7
VPFN++Fusion=VPFN++2021.0569.7
VPN++Stream=Distilled2021.0569
VPN++Pose Quality=Medium2021.0569
VPN++Fusion=VPN++2021.0569
VPN++Fusion=VPN++2021.0569
VPN++Pose=training only, RGB=true, Att=true, Pose Quality=New Poses2021.0569
VPN++Stream=VPN++2021.0569
VPN-FStream=Distilled2021.0567.1
VPN-FStream=VPN-F2021.0567.1
VPN++Pose Quality=Low2021.0566.8
VPN++Pose=training only, RGB=true, Att=true, Pose Quality=Old Poses2021.0566.8
VFN++ + OFStream=VFN++ + Optical Flow2021.0566.4
VPNStream=Attention Fusion2021.0565.2
VPNPose Quality=Medium2021.0565.2
VPNPose=true, RGB=true, Att=true, Pose Quality=New Poses2021.0565.2
VPNStream=I1 + I2 (attention)2021.0565.2
RGB + OF + 3D PosesFusion=RGB + OF + 3D Poses2021.0564.4
RGB + OF + 3D PosesFusion=RGB + OF + 3D Poses2021.0564.4
AssembleNet++Pose=false, RGB=true, Att=true2021.0563.6
I3D + AGCN-JStream=Late Fusion2021.0563
RGB + 3D Poses (Late Fusion)Stream=I1 + I2 (Late Fusion)2021.0563
VPN-AStream=Distilled2021.0562.1
VPNPose Quality=Low2021.0562.1
VPN-AStream=VPN-A2021.0562.1
VPNPose=true, RGB=true, Att=true2020.0760.8
VPNPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.0560.8
VFN++Stream=VFN++2021.0559
MARS + RGBStream=MARS + RGB2021.0558.1
RGB + OFStream=RGB + Optical Flow2021.0557.3
2s-AGCNPose=true, RGB=false, Att=false, Pose Quality=New Poses2021.0557.1
P-I3DPose=true, RGB=true, Att=true2020.0754.2
Separable STAPose=true, RGB=true, Att=true2020.0754.2
P-I3DPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.0554.2
Separable STAPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.0554.2
AGCN-JPose Quality=Medium2021.0554
I3D+NLPose=false, RGB=true, Att=true2020.0753.6
I3D+NLPose=false, RGB=true, Att=true2021.0553.6
I3DPose=false, RGB=true, Att=false2020.0753.4
I3DStream=RGB2021.0553.4
RGBStream=RGB2021.0553.4
I3DPose=false, RGB=true, Att=false2021.0553.4
I3DStream=RGB2021.0553.4
OFStream=Optical Flow2021.0551.8
AGCN-JStream=3D Poses2021.0551.5
AGCN-JStream=3D Poses2021.0551.5
AGCN-JPose Quality=Low2021.0549.1
LSTMPose=true, RGB=false, Att=false2020.0742.5
LSTMPose=true, RGB=false, Att=false, Pose Quality=Old Poses2021.0542.5
DTPose=false, RGB=true, Att=false2020.0741.9
DTPose=false, RGB=true, Att=false2021.0541.9