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Skeleton-based Action Recognition on NTU RGB+D 120 (X-Set)

93.1Top-1 Accuracy

SkeletonAgent

Updated 4d ago

Evaluation Results

Method
SkeletonAgent 2025.11	93.1	-	-	-	-	-	-	-
SkeletonAgent 2025.11	93	-	-	-	-	-	-	-
SkeletonAgent 2025.11	92.4	-	-	-	-	-	-	-
ACLNet 2026.01	92.3	-	-	-	-	-	-	-
ProtoGCN 2025.11	92.2	-	-	-	-	-	-	-
Hyper-GCN 2025.11	92	-	-	-	-	-	-	-
HD-GCN (6-ensemble) 2022.08	91.6	-	-	-	-	-	-	-
HD-GCN 2025.11	91.6	-	-	-	-	-	-	-
HD-GCN 2026.01	91.6	-	-	-	-	-	-	-
Skeleton MixFormer 2025.11	91.5	-	-	-	-	-	-	-
BlockGCN 2025.11	91.5	-	-	-	-	-	-	-
BlockGCN 2026.01	91.5	-	-	-	-	-	-	-
VA-AR 2026.01	91.5	-	-	-	-	-	-	-
SkateFormer 2025.11	91.4	-	-	-	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	91.2	-	-	-	-	-	-	-
InfoGCN (6-ensemble) 2022.08	91.2	-	-	-	-	-	-	-
HD-GCN (4-ensemble) 2022.08	91.2	-	-	-	-	-	-	-
InfoGCN 2025.11	91.2	-	-	-	-	-	-	-
InfoGCN 2026.01	91.2	-	-	-	-	-	-	-
SkeletonGCL 2026.01	91.2	-	-	-	-	-	-	-
UPS 2025.11	91.1	-	-	-	-	-	-	-
GAP 2025.11	91.1	-	-	-	-	-	-	-
DS-GCN 2025.11	91.1	-	-	-	-	-	-	-
DS-GCN 2026.01	91.1	-	-	-	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	91	-	-	-	-	-	-	-
FR Head 2023.03	90.9	-	-	-	-	-	-	-
FR-Head 2025.11	90.9	-	-	-	-	-	-	-
FR-Head 2026.01	90.9	-	-	-	-	-	-	-
PYSKL 2025.11	90.8	-	-	-	-	-	-	-
CTR-GCN 2023.01	90.7	-	-	-	-	-	-	-
InfoGCN 2023.01	90.7	-	-	-	-	-	-	-
InfoGCN* 2023.01	90.7	-	-	-	-	-	-	-
InfoGCN (4-ensemble) 2022.08	90.7	-	-	-	-	-	-	-
CTR-GCN 2023.03	90.6	-	-	-	-	-	-	-
CTR-GCN 2022.08	90.6	-	-	-	-	-	-	-
HD-GCN (2-ensemble) 2022.08	90.6	-	-	-	-	-	-	-
CTR-GCN 2025.11	90.6	-	-	-	-	-	-	-
CTR-GCN 2026.01	90.6	-	-	-	-	-	-	-
CTR-GCN 2021.07	90.6	-	-	-	-	-	-	-
CTR-GCN* 2023.01	90.5	-	-	-	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	90.5	-	-	-	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	90.2	-	-	-	-	-	-	-
CTR-GCN* 2023.01	90.1	-	-	-	-	-	-	-
CTR-GCN 2021.07	90.1	-	-	-	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	90	-	-	-	-	-	-	-
STF 2023.03	89.9	-	-	-	-	-	-	-
STF 2022.08	89.9	-	-	-	-	-	-	-
STF 2025.11	89.9	-	-	-	-	-	-	-
2S-AGCN* w/SkeletonGCL 2023.01	89.7	-	-	-	-	-	-	-
CTR-GCN 2023.01	89.7	-	-	-	-	-	-	-
InfoGCN 2023.01	89.7	-	-	-	-	-	-	-
2S-AGCN* 2023.01	89.6	-	-	-	-	-	-	-
InfoGCN* 2023.01	89.4	-	-	-	-	-	-	-
DualHead-Net 2021.08	89.3	-	-	-	-	-	-	-
Skeletal-GNN 2023.03	89.2	-	-	-	-	-	-	-
HCSF 2021.08	89.2	-	-	-	-	-	-	-
EfficientGCN-B4 2023.03	89.1	-	-	-	-	-	-	-
EfficientGCN-B4 2022.08	89.1	-	-	-	-	-	-	-
DualHead-Net 2021.08	89.1	-	-	-	-	-	-	-
2S-AGCN* 2023.01	89	-	-	-	-	-	-	-
EfficientGCN-B4 2026.01	88.9	-	-	-	-	-	-	-
MST-GCN 2023.03	88.8	-	-	-	-	-	-	-
MST-GCN 2023.01	88.8	-	-	-	-	-	-	-
MST-GCN 2022.08	88.8	-	-	-	-	-	-	-
MST-GCN 2025.11	88.8	-	-	-	-	-	-	-
4s MST-GCN 2021.08	88.8	-	-	-	-	-	-	-
InfoGCN* w/SkeletonGCL 2023.01	88.7	-	-	-	-	-	-	-
Dynamic GCN 2023.03	88.6	-	-	-	-	-	-	-
4s Dynamic-GCN 2021.08	88.6	-	-	-	-	-	-	-
Dynamic GCN 2021.07	88.6	-	-	-	-	-	-	-
CTR-GCN 2023.01	88.5	-	-	-	-	-	-	-
InfoGCN 2023.01	88.5	-	-	-	-	-	-	-
InfoGCN* 2023.01	88.5	-	-	-	-	-	-	-
MS-G3D 2023.03	88.4	-	-	-	-	-	-	-
MS-G3D 2023.01	88.4	-	-	-	-	-	-	-
MS-G3D 2022.08	88.4	-	-	-	-	-	-	-
MS-G3D 2025.11	88.4	-	-	-	-	-	-	-
MS-G3D 2026.01	88.4	-	-	-	-	-	-	-
2s MS-G3D 2021.08	88.4	-	-	-	-	-	-	-
MS-G3D 2021.08	88.4	-	-	-	-	-	-	-
MS-G3D 2021.07	88.4	-	-	-	-	-	-	-
PA-ResGCN-B19 2023.03	88.3	-	-	-	-	-	-	-
MST-GCN 2023.01	88.3	-	-	-	-	-	-	-
ResGCN 2021.08	88.3	-	-	-	-	-	-	-
PA-ResGCN-B19 2021.07	88.3	-	-	-	-	-	-	-
CTR-GCN* w/SkeletonGCL 2023.01	88.2	-	-	-	-	-	-	-
DC-GCN+ADG 2023.03	88.1	-	-	-	-	-	-	-
DC-GCN+ADG 2023.01	88.1	-	-	-	-	-	-	-
DC-GCN+ADG 2022.08	88.1	-	-	-	-	-	-	-
4s Decouple-GCN 2021.08	88.1	-	-	-	-	-	-	-
DecoupleGCN 2021.08	88.1	-	-	-	-	-	-	-
DC-GCN+ADG 2021.07	88.1	-	-	-	-	-	-	-
MMDGCN 2021.08	88	-	-	-	-	-	-	-
DualHead-Net 2021.08	87.9	-	-	-	-	-	-	-
Shift-GCN 2023.03	87.6	-	-	-	-	-	-	-
Shift-GCN 2023.01	87.6	-	-	-	-	-	-	-
Shift-GCN 2022.08	87.6	-	-	-	-	-	-	-
4s Shift-GCN 2021.08	87.6	-	-	-	-	-	-	-
Shift-GCN 2021.08	87.6	-	-	-	-	-	-	-
Shift-GCN 2021.07	87.6	-	-	-	-	-	-	-

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