Action Classification on Smarthome (cross-subject)
72.9AccuracyVPFN++ + 3D Poses + OF
Evaluation Results
| Method | Links | |
|---|---|---|
| VPFN++ + 3D Poses + OFFusion=VPFN++ + 3D Poses + OF2021.05 | 72.9 | |
| VPFN++ + 3D Poses + OFFusion=VPFN++ + 3D Poses + OF2021.05 | 72.9 | |
| VPFN++ + 3D PosesFusion=VPFN++ + 3D Poses2021.05 | 71.7 | |
| VPFN++ + 3D PosesFusion=VPFN++ + 3D Poses2021.05 | 71.7 | |
| VPN++Stream=VPN++ + 3D Poses2021.05 | 71 | |
| VPN++ + 3D PosesPose=true, RGB=true, Att=true, Pose Quality=New Poses2021.05 | 71 | |
| VPN++ + 3D PosesStream=VPN++ + 3D Poses2021.05 | 71 | |
| VPFN++Fusion=VPFN++2021.05 | 69.7 | |
| VPFN++Fusion=VPFN++2021.05 | 69.7 | |
| VPN++Stream=Distilled2021.05 | 69 | |
| VPN++Pose Quality=Medium2021.05 | 69 | |
| VPN++Fusion=VPN++2021.05 | 69 | |
| VPN++Fusion=VPN++2021.05 | 69 | |
| VPN++Pose=training only, RGB=true, Att=true, Pose Quality=New Poses2021.05 | 69 | |
| VPN++Stream=VPN++2021.05 | 69 | |
| VPN-FStream=Distilled2021.05 | 67.1 | |
| VPN-FStream=VPN-F2021.05 | 67.1 | |
| VPN++Pose Quality=Low2021.05 | 66.8 | |
| VPN++Pose=training only, RGB=true, Att=true, Pose Quality=Old Poses2021.05 | 66.8 | |
| VFN++ + OFStream=VFN++ + Optical Flow2021.05 | 66.4 | |
| VPNStream=Attention Fusion2021.05 | 65.2 | |
| VPNPose Quality=Medium2021.05 | 65.2 | |
| VPNPose=true, RGB=true, Att=true, Pose Quality=New Poses2021.05 | 65.2 | |
| VPNStream=I1 + I2 (attention)2021.05 | 65.2 | |
| RGB + OF + 3D PosesFusion=RGB + OF + 3D Poses2021.05 | 64.4 | |
| RGB + OF + 3D PosesFusion=RGB + OF + 3D Poses2021.05 | 64.4 | |
| AssembleNet++Pose=false, RGB=true, Att=true2021.05 | 63.6 | |
| I3D + AGCN-JStream=Late Fusion2021.05 | 63 | |
| RGB + 3D Poses (Late Fusion)Stream=I1 + I2 (Late Fusion)2021.05 | 63 | |
| VPN-AStream=Distilled2021.05 | 62.1 | |
| VPNPose Quality=Low2021.05 | 62.1 | |
| VPN-AStream=VPN-A2021.05 | 62.1 | |
| VPNPose=true, RGB=true, Att=true2020.07 | 60.8 | |
| VPNPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.05 | 60.8 | |
| VFN++Stream=VFN++2021.05 | 59 | |
| MARS + RGBStream=MARS + RGB2021.05 | 58.1 | |
| RGB + OFStream=RGB + Optical Flow2021.05 | 57.3 | |
| 2s-AGCNPose=true, RGB=false, Att=false, Pose Quality=New Poses2021.05 | 57.1 | |
| P-I3DPose=true, RGB=true, Att=true2020.07 | 54.2 | |
| Separable STAPose=true, RGB=true, Att=true2020.07 | 54.2 | |
| P-I3DPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.05 | 54.2 | |
| Separable STAPose=true, RGB=true, Att=true, Pose Quality=Old Poses2021.05 | 54.2 | |
| AGCN-JPose Quality=Medium2021.05 | 54 | |
| I3D+NLPose=false, RGB=true, Att=true2020.07 | 53.6 | |
| I3D+NLPose=false, RGB=true, Att=true2021.05 | 53.6 | |
| I3DPose=false, RGB=true, Att=false2020.07 | 53.4 | |
| I3DStream=RGB2021.05 | 53.4 | |
| RGBStream=RGB2021.05 | 53.4 | |
| I3DPose=false, RGB=true, Att=false2021.05 | 53.4 | |
| I3DStream=RGB2021.05 | 53.4 | |
| OFStream=Optical Flow2021.05 | 51.8 | |
| AGCN-JStream=3D Poses2021.05 | 51.5 | |
| AGCN-JStream=3D Poses2021.05 | 51.5 | |
| AGCN-JPose Quality=Low2021.05 | 49.1 | |
| LSTMPose=true, RGB=false, Att=false2020.07 | 42.5 | |
| LSTMPose=true, RGB=false, Att=false, Pose Quality=Old Poses2021.05 | 42.5 | |
| DTPose=false, RGB=true, Att=false2020.07 | 41.9 | |
| DTPose=false, RGB=true, Att=false2021.05 | 41.9 |