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Skeleton-based Action Recognition on NTU RGB+D 60 (X-View)

97.2Top-1 Accuracy

HD-GCN (6-ensemble)

Updated 3d ago

Evaluation Results

Method
HD-GCN (6-ensemble) 2022.08	97.2	-	-	-	-
DDGCN 2023.03	97.1	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	97.1	-	-	-	-
DDGCN 2022.08	97.1	-	-	-	-
InfoGCN (6-ensemble) 2022.08	97.1	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	97	-	-	-	-
HD-GCN (4-ensemble) 2022.08	97	-	-	-	-
STF 2023.03	96.9	-	-	-	-
CTR-GCN 2023.01	96.9	-	-	-	-
InfoGCN 2023.01	96.9	-	-	-	-
STF 2022.08	96.9	-	-	-	-
InfoGCN (4-ensemble) 2022.08	96.9	-	-	-	-
CTR-GCN 2023.03	96.8	-	-	-	-
FR Head 2023.03	96.8	-	-	-	-
CTR-GCN* 2023.01	96.8	-	-	-	-
CTR-GCN 2022.08	96.8	-	-	-	-
Skeletal-GNN 2023.03	96.7	-	-	-	-
InfoGCN* 2023.01	96.7	-	-	-	-
HCSF 2021.08	96.7	-	-	-	-
DC-GCN+ADG 2023.03	96.6	-	-	-	-
MST-GCN 2023.03	96.6	-	-	-	-
DC-GCN+ADG 2023.01	96.6	-	-	-	-
MST-GCN 2023.01	96.6	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	96.6	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	96.6	-	-	-	-
DC-GCN+ADG 2022.08	96.6	-	-	-	-
MST-GCN 2022.08	96.6	-	-	-	-
HD-GCN (2-ensemble) 2022.08	96.6	-	-	-	-
DecoupleGCN 2021.08	96.6	-	-	-	-
Shift-GCN 2023.03	96.5	-	-	-	-
Shift-GCN 2023.01	96.5	-	-	-	-
CTR-GCN 2023.01	96.5	-	-	-	-
InfoGCN 2023.01	96.5	-	-	-	-
Shift-GCN 2022.08	96.5	-	-	-	-
Shift-GCN 2021.08	96.5	-	-	-	-
MMDGCN 2021.08	96.5	-	-	-	-
MST-GCN 2023.01	96.4	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	96.4	-	-	-	-
ST-TR-GCN 2023.01	96.3	-	-	-	-
CTR-GCN* 2023.01	96.3	-	-	-	-
MS-G3D 2023.03	96.2	-	-	-	-
MS-G3D 2023.01	96.2	-	-	-	-
InfoGCN* 2023.01	96.2	-	-	-	-
MS-G3D 2022.08	96.2	-	-	-	-
MS-AAGCN 2021.08	96.2	-	-	-	-
MS-G3D 2021.08	96.2	-	-	-	-
DGNN 2023.03	96.1	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	96.1	-	-	-	-
DGNN 2022.08	96.1	-	-	-	-
ST-Transformer 2021.08	96.1	-	-	-	-
PA-ResGCN-B19 2023.03	96	-	-	-	-
Dynamic GCN 2023.03	96	-	-	-	-
Dynamic GCN 2023.01	96	-	-	-	-
Mix-dim 2021.08	96	-	-	-	-
2S-AGCN* 2023.01	95.9	-	-	-	-
Shift-GCN 2023.01	95.8	-	-	-	-
EfficientGCN-B4 2023.03	95.7	-	-	-	-
2S-AGCN* 2023.01	95.7	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	95.7	-	-	-	-
EfficientGCN-B4 2022.08	95.7	-	-	-	-
NAS-GCN 2021.08	95.7	-	-	-	-
CTR-GCN 2023.01	95.5	-	-	-	-
InfoGCN 2023.01	95.5	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	95.5	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	95.4	-	-	-	-
InfoGCN* 2023.01	95.4	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	95.3	-	-	-	-
MST-GCN 2023.01	95.2	-	-	-	-
CTR-GCN 2023.01	95.2	-	-	-	-
InfoGCN 2023.01	95.2	-	-	-	-
InfoGCN* 2023.01	95.2	-	-	-	-
2s-AGCN 2023.03	95.1	-	-	-	-
Shift-GCN 2023.01	95.1	-	-	-	-
MST-GCN 2023.01	95.1	-	-	-	-
2S-AGCN 2023.01	95.1	-	-	-	-
2s-AGCN 2022.08	95.1	-	-	-	-
2s-AGCN 2021.08	95.1	-	-	-	-
AGC-LSTM 2023.03	95	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	95	-	-	-	-
AGC-LSTM 2022.08	95	-	-	-	-
Ta-CNN 2023.03	94.8	-	-	-	-
CTR-GCN* 2023.01	94.8	-	-	-	-
CTR-GCN* 2023.01	94.8	-	-	-	-
SGN 2023.03	94.5	-	-	-	-
SGCN 2023.01	94.5	-	-	-	-
2S-AGCN* 2023.01	94.5	-	-	-	-
SGN 2022.08	94.5	-	-	-	-
SGN 2021.08	94.5	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	94.4	-	-	-	-
AS-GCN 2021.08	94.2	-	-	-	-
2S-AGCN* 2023.01	94.1	-	-	-	-
Heterogeneous Skeleton-Based Action Representation Learning 2025.06	93.7	-	-	-	-
USDRL 2025.06	93.2	-	-	-	-
Heterogeneous Skeleton-Based Action Representation Learning 2025.06	92.7	-	-	-	-
ST-GCN 2021.08	92.7	-	-	-	-
3s-UmURL 2025.06	91.4	-	-	-	-
IGM 2025.06	91.2	-	-	-	-
3s-CMD 2025.06	90.9	-	-	-	-
UmURL 2025.06	90.9	-	-	-	-
USDRL 2025.06	90.8	-	-	-	-

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