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ResearchFormerly WizWand

Action Recognition on NTU-60 (Cross-Subject (CS))

97Top-1 AccuracyPoseC3D
80.56884.83489.193.366May 17, 2021Mar 23, 2022Jan 28, 2023Dec 5, 2023Oct 11, 2024Aug 18, 2025Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PoseC3DModality (Pose)=Yes, Modality (RGB)=Yes2023.1197
VPN++ + 3D PosesModality (Pose)=Yes, Modality (RGB)=Yes2023.1196.6
π-ViT + 3D PosesModality (Pose)=Yes, Modality (RGB)=Yes2023.1196.3
VPNModality (Pose)=Yes, Modality (RGB)=Yes2023.1195.5
VPN++ + 3D PosesStream=VPN++ + 3D Poses2021.0594.9
3MformerModality (Pose)=Yes, Modality (RGB)=No2023.1194.8
3D-Def-TransformerModality (Pose)=Yes, Modality (RGB)=Yes2023.1194.3
TimeSformer + 3D-SIMModality (Pose)=Training only, Modality (RGB)=Yes2023.1194
π-ViTModality (Pose)=Training only, Modality (RGB)=Yes2023.1194
PoseC3DModality (Pose)=Yes, Modality (RGB)=No2023.1193.7
ViewConModality (Pose)=Yes, Modality (RGB)=Yes2023.1193.7
VPNStream=I1 + I2 (attention)2021.0593.5
VPN++Modality (Pose)=Training only, Modality (RGB)=Yes2023.1193.5
Video SwinModality (Pose)=No, Modality (RGB)=Yes2023.1193.4
InfoGCNModality (Pose)=Yes, Modality (RGB)=No2023.1193
TimeSformerModality (Pose)=No, Modality (RGB)=Yes2023.1193
TimeSformer + 2D-SIMModality (Pose)=Training only, Modality (RGB)=Yes2023.1193
Separable STAModality (Pose)=Yes, Modality (RGB)=Yes2023.1192.2
STAR-TransformerModality (Pose)=Yes, Modality (RGB)=Yes2023.1192
VPN++Stream=VPN++2021.0591.9
ViewConModality (Pose)=No, Modality (RGB)=Yes2023.1191.4
VPN-FStream=VPN-F2021.0590.8
HyperformerModality (Pose)=Yes, Modality (RGB)=No2023.1190.7
VPN-AStream=VPN-A2021.0590
ViewCLRModality (Pose)=No, Modality (RGB)=Yes2023.1189.7
RGB + 3D Poses (Late Fusion)Stream=I1 + I2 (Late Fusion)2021.0587.7
Glimpse CloudsModality (Pose)=Training only, Modality (RGB)=Yes2023.1186.6
AGCN-JStream=3D Poses2021.0585.8
MotionFormerModality (Pose)=No, Modality (RGB)=Yes2023.1185.7
I3DStream=RGB2021.0585.5
TimeSformer + DnAPre-train=Kinetics400, Resolution=224x224, Frames=82026.0682.4
Vyas et al.Modality (Pose)=No, Modality (RGB)=Yes2023.1182.3
TimeSformer + Diff. Attn.Pre-train=Kinetics400, Resolution=224x224, Frames=82026.0681.5
TimeSformerPre-train=Kinetics400, Resolution=224x224, Frames=82026.0681.2