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Action Recognition on NTU RGB-D 60 (Cross-Subject)

97.4Accuracy

PAN-Ensemble

Updated 3d ago

Evaluation Results

Method	Links
PAN-Ensemble 2025.12		97.4
PoseC3D 2025.12		97
VPFN++ + 3D Poses + OF 2021.05		96.7
VPFN++ + 3D Poses + OF 2021.05		96.7
VPN++ + 3D Poses 2021.05		96.6
VPN++ (late fusion) 2025.12		96.6
PGCN 2020.07		96.4
π-ViT (late fusion) 2025.12		96.3
PAN-Unified 2025.12		96.3
RNX3D101+MS-AAGCN 2021.05		96.1
PAN (Guided) 2025.12		95.7
Inflated ResNet with Hierarchical Classification 2020.07		95.66
VPN (RNX3D101) 2021.05		95.5
PAN (Even) 2025.12		95.5
VPFN++ + 3D Poses 2021.05		95.1
VPFN++ + 3D Poses 2021.05		95.1
VPN++ 2021.05		94.9
VPN++ + 3D Poses 2021.05		94.9
3Mformer 2025.12		94.8
PSUMNet 2022.08		94.7
VFN++ + OF 2021.05		94.6
Action Machine 2020.07		94.3
3D-Def-Transformer 2025.12		94.3
PoseC3D 2022.10		94.1
DG-STGCN 2022.10		94.1
PoseConv3D 2025.05		94.1
π-ViT 2025.12		94
CTR-GCN 2022.08		93.9
2s DG-STGCN 2022.10		93.9
SKE2GRID 2025.05		93.8
ProtoGCN 2025.12		93.8
FreqMixFormer 2024.07		93.6
VPN 2021.05		93.5
VPN 2021.05		93.5
VPN 2021.05		93.5
VPN++ 2021.05		93.5
DSTA-Net 2022.08		93.5
VPN++ 2025.12		93.5
HD-GCN 2024.07		93.4
FreqMixFormer 2024.07		93.4
Video Swin 2025.12		93.4
DG-STGCN 2022.10		93.2
ST-GCN++ 2022.10		93.2
STEP-CATFormer 2024.07		93.2
DG-STGCN 2025.05		93.2
BlockGCN 2025.01		93.1
LG-SGNet 2025.01		93.1
BlockGCN 2025.12		93.1
P-I3D 2021.05		93
WDCE-Net 2024.07		93
InfoGCN 2024.07		93
HD-GCN 2024.07		93
SkeMixFormer 2024.07		93
InfoGCN 2025.12		93
TimeSformer 2025.12		93
2s DG-STGCN 2022.10		92.9
Koopman 2024.07		92.9
Stream-GCN 2024.07		92.9
Hyperformer 2024.07		92.9
DG-STGCN(A0.66) 2025.05		92.9
FR-Head 2024.07		92.8
TranSkeleton 2024.07		92.8
SkeMixFormer 2024.07		92.8
DG-STGCN(S0.8) 2025.05		92.8
DG-STGCN(S0.95) 2025.05		92.8
DSTSA-GCN 2025.01		92.78
InfoGCN 2024.07		92.7
DG-STGCN(S0.6) 2025.05		92.7
ST-GCN++ 2022.10		92.6
FG-STFormer 2024.07		92.6
ST-GCN++ 2025.05		92.6
CTR-GCN 2022.10		92.4
CTR-GCN 2024.07		92.4
CTR-GCN 2025.01		92.4
CTR-GCN 2025.05		92.4
CTR-GCN 2025.12		92.4
SIT-MLP 2024.07		92.3
Separable STA 2021.05		92.2
MS-G3D++ 2022.10		92.2
VPFN++ 2021.05		92.1
VPFN++ 2021.05		92.1
SAN-GCN 2025.01		92.1
STAR-Transformer 2024.07		92
STAR-Transformer 2025.12		92
DualHead-Net 2021.08		92
MMTM 2020.07		91.99
VPN++ 2021.05		91.9
VPN++ 2021.05		91.9
VPN++ 2021.05		91.9
VPN++ 2021.05		91.9
VPN++ 2021.05		91.9
STST 2024.07		91.9
MS-G3D 2022.08		91.8
4s-ShiftGCN 2022.08		91.8
PoseMap 2020.07		91.71
PEM 2021.05		91.7
EfficientGCN-B4 2024.07		91.7
DualHead-Net 2021.08		91.7
PA-ResGCN 2022.08		91.6
DSTA-Net 2020.07		91.5

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