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ResearchFormerly WizWand

Action Recognition on NTU120 (cross-subject (CS))

95.3Top-1 AccuracyPoseC3D
69.71676.3588389.642Nov 30, 2023Feb 26, 2024May 25, 2024Aug 22, 2024Nov 18, 2024Feb 15, 2025May 15, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PoseC3DModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1195.3
π-ViT + 3D PosesModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1195.1
3MformerModality (Pose)=Used at inference, Modality (RGB)=Not used2023.1192
π-ViTModality (Pose)=Used only in training, Modality (RGB)=Used at inference2023.1191.9
+ 3D-SIMModality (Pose)=Used only in training, Modality (RGB)=Used at inference2023.1191.8
Video SwinModality (Pose)=Not used, Modality (RGB)=Used at inference2023.1191.4
VPN++ + 3D PosesModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1190.7
TimeSformerModality (Pose)=Not used, Modality (RGB)=Used at inference2023.1190.6
3D-Def-TransformerModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1190.5
+ 2D-SIMModality (Pose)=Used only in training, Modality (RGB)=Used at inference2023.1190.5
DG-STGCN(A0.66)Backbone=DG-STGCN, Sparsity level=0.66, Mode=Multi-level Assembly2025.0590.4
STAR-TransformerModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1190.3
InfoGCNModality (Pose)=Used at inference, Modality (RGB)=Not used2023.1189.8
DG-STGCNBackbone=DG-STGCN2025.0589.6
DG-STGCN(S0.6)Backbone=DG-STGCN, Sparsity level=0.6, Mode=Sparse2025.0589.1
DG-STGCN(S0.8)Backbone=DG-STGCN, Sparsity level=0.8, Mode=Sparse2025.0589
CTR-GCNBackbone=CTR-GCN2025.0588.9
DG-STGCN(S0.95)Backbone=DG-STGCN, Sparsity level=0.95, Mode=Sparse2025.0588.7
ST-GCN++Backbone=ST-GCN++2025.0588.6
SKE2GRIDBackbone=SKE2GRID2025.0587.3
MotionFormerModality (Pose)=Not used, Modality (RGB)=Used at inference2023.1187
MS-G3DBackbone=MS-G3D2025.0586.9
PoseConv3DBackbone=PoseConv3D2025.0586.9
VPN++Modality (Pose)=Used only in training, Modality (RGB)=Used at inference2023.1186.7
HyperformerModality (Pose)=Used at inference, Modality (RGB)=Not used2023.1186.6
DSTA-NetBackbone=DSTA-Net2025.0586.6
VPNModality (Pose)=Used at inference, Modality (RGB)=Used at inference2023.1186.3
ViewCLRModality (Pose)=Not used, Modality (RGB)=Used at inference2023.1186.2
PoseC3DModality (Pose)=Used at inference, Modality (RGB)=Not used2023.1186
ShiftGCNBackbone=ShiftGCN2025.0585.9
ViewConModality (Pose)=Not used, Modality (RGB)=Used at inference2023.1185.6
FGCNBackbone=FGCN2025.0585.4
DG-STGCN(S0.99)Backbone=DG-STGCN, Sparsity level=0.99, Mode=Sparse2025.0585.3
AS-GCNBackbone=AS-GCN2025.0578.3
RA-GCNBackbone=RA-GCN2025.0578.3
ST-GCNBackbone=ST-GCN2025.0570.7