Skeleton-based Action Recognition on NTU RGB+D 120 (X-Set)
93.1Top-1 AccuracySkeletonAgent
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SkeletonAgentEnsemble size=62025.11 | 93.1 | — | — | — | — | — | — | — | |
| SkeletonAgentEnsemble size=42025.11 | 93 | — | — | — | — | — | — | — | |
| SkeletonAgentEnsemble size=22025.11 | 92.4 | — | — | — | — | — | — | — | |
| ACLNetPublication=This Paper2026.01 | 92.3 | — | — | — | — | — | — | — | |
| ProtoGCNPublication=CVPR 20252025.11 | 92.2 | — | — | — | — | — | — | — | |
| Hyper-GCNPublication=ICCV 20252025.11 | 92 | — | — | — | — | — | — | — | |
| HD-GCN (6-ensemble)Motion Stream=false2022.08 | 91.6 | — | — | — | — | — | — | — | |
| HD-GCNPublication=ICCV 20232025.11 | 91.6 | — | — | — | — | — | — | — | |
| HD-GCNPublication=ICCV 20232026.01 | 91.6 | — | — | — | — | — | — | — | |
| Skeleton MixFormerPublication=ACM MM 20232025.11 | 91.5 | — | — | — | — | — | — | — | |
| BlockGCNPublication=CVPR 20242025.11 | 91.5 | — | — | — | — | — | — | — | |
| BlockGCNPublication=CVPR 20242026.01 | 91.5 | — | — | — | — | — | — | — | |
| VA-ARPublication=AAAI 20252026.01 | 91.5 | — | — | — | — | — | — | — | |
| SkateFormerPublication=ECCV 20242025.11 | 91.4 | — | — | — | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=4S2023.01 | 91.2 | — | — | — | — | — | — | — | |
| InfoGCN (6-ensemble)Publication=CVPR 2022, Motion Stream=true2022.08 | 91.2 | — | — | — | — | — | — | — | |
| HD-GCN (4-ensemble)Motion Stream=false2022.08 | 91.2 | — | — | — | — | — | — | — | |
| InfoGCNPublication=CVPR 20222025.11 | 91.2 | — | — | — | — | — | — | — | |
| InfoGCNPublication=CVPR 20222026.01 | 91.2 | — | — | — | — | — | — | — | |
| SkeletonGCLPublication=ICLR 20232026.01 | 91.2 | — | — | — | — | — | — | — | |
| UPSPublication=CVPR 20232025.11 | 91.1 | — | — | — | — | — | — | — | |
| GAPPublication=ICCV 20232025.11 | 91.1 | — | — | — | — | — | — | — | |
| DS-GCNPublication=AAAI 20242025.11 | 91.1 | — | — | — | — | — | — | — | |
| DS-GCNPublication=AAAI 20242026.01 | 91.1 | — | — | — | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=4S2023.01 | 91 | — | — | — | — | — | — | — | |
| FR HeadFusion=joint, bone, joint motion, and bone motion2023.03 | 90.9 | — | — | — | — | — | — | — | |
| FR-HeadPublication=CVPR 20232025.11 | 90.9 | — | — | — | — | — | — | — | |
| FR-HeadPublication=CVPR 20232026.01 | 90.9 | — | — | — | — | — | — | — | |
| PYSKLPublication=ACM MM 20222025.11 | 90.8 | — | — | — | — | — | — | — | |
| CTR-GCNModality=4S2023.01 | 90.7 | — | — | — | — | — | — | — | |
| InfoGCNModality=4S2023.01 | 90.7 | — | — | — | — | — | — | — | |
| InfoGCN*Modality=4S2023.01 | 90.7 | — | — | — | — | — | — | — | |
| InfoGCN (4-ensemble)Publication=CVPR 2022, Motion Stream=false2022.08 | 90.7 | — | — | — | — | — | — | — | |
| CTR-GCNPublication=ICCV20212023.03 | 90.6 | — | — | — | — | — | — | — | |
| CTR-GCNPublication=ICCV 2021, Motion Stream=true2022.08 | 90.6 | — | — | — | — | — | — | — | |
| HD-GCN (2-ensemble)Motion Stream=false2022.08 | 90.6 | — | — | — | — | — | — | — | |
| CTR-GCNPublication=ICCV 20212025.11 | 90.6 | — | — | — | — | — | — | — | |
| CTR-GCNPublication=ICCV 20212026.01 | 90.6 | — | — | — | — | — | — | — | |
| CTR-GCNInput modality=4-stream fusion2021.07 | 90.6 | — | — | — | — | — | — | — | |
| CTR-GCN*Modality=4S2023.01 | 90.5 | — | — | — | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=J+B2023.01 | 90.5 | — | — | — | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=4S2023.01 | 90.2 | — | — | — | — | — | — | — | |
| CTR-GCN*Modality=J+B2023.01 | 90.1 | — | — | — | — | — | — | — | |
| CTR-GCNInput modality=Joint+Bone2021.07 | 90.1 | — | — | — | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=J+B2023.01 | 90 | — | — | — | — | — | — | — | |
| STFPublication=AAAI20222023.03 | 89.9 | — | — | — | — | — | — | — | |
| STFPublication=AAAI 2022, Motion Stream=false2022.08 | 89.9 | — | — | — | — | — | — | — | |
| STFPublication=AAAI 20222025.11 | 89.9 | — | — | — | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=J+B2023.01 | 89.7 | — | — | — | — | — | — | — | |
| CTR-GCNModality=J+B2023.01 | 89.7 | — | — | — | — | — | — | — | |
| InfoGCNModality=J+B2023.01 | 89.7 | — | — | — | — | — | — | — | |
| 2S-AGCN*Modality=4S2023.01 | 89.6 | — | — | — | — | — | — | — | |
| InfoGCN*Modality=J+B2023.01 | 89.4 | — | — | — | — | — | — | — | |
| DualHead-NetStream=4s (4-stream)2021.08 | 89.3 | — | — | — | — | — | — | — | |
| Skeletal-GNNPublication=ICCV20212023.03 | 89.2 | — | — | — | — | — | — | — | |
| HCSFframework=multi-stream2021.08 | 89.2 | — | — | — | — | — | — | — | |
| EfficientGCN-B4Publication=TPAMI20222023.03 | 89.1 | — | — | — | — | — | — | — | |
| EfficientGCN-B4Publication=TPAMI 2022, Motion Stream=true2022.08 | 89.1 | — | — | — | — | — | — | — | |
| DualHead-NetStream=2s (2-stream)2021.08 | 89.1 | — | — | — | — | — | — | — | |
| 2S-AGCN*Modality=J+B2023.01 | 89 | — | — | — | — | — | — | — | |
| EfficientGCN-B4Publication=TPAMI 20222026.01 | 88.9 | — | — | — | — | — | — | — | |
| MST-GCNPublication=AAAI20212023.03 | 88.8 | — | — | — | — | — | — | — | |
| MST-GCNModality=4S2023.01 | 88.8 | — | — | — | — | — | — | — | |
| MST-GCNPublication=AAAI 2021, Motion Stream=true2022.08 | 88.8 | — | — | — | — | — | — | — | |
| MST-GCNPublication=AAAI 20212025.11 | 88.8 | — | — | — | — | — | — | — | |
| 4s MST-GCNPublisher=AAAI212021.08 | 88.8 | — | — | — | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=B2023.01 | 88.7 | — | — | — | — | — | — | — | |
| Dynamic GCNPublication=ACMMM20202023.03 | 88.6 | — | — | — | — | — | — | — | |
| 4s Dynamic-GCNPublisher=ACMMM202021.08 | 88.6 | — | — | — | — | — | — | — | |
| Dynamic GCN2021.07 | 88.6 | — | — | — | — | — | — | — | |
| CTR-GCNModality=B2023.01 | 88.5 | — | — | — | — | — | — | — | |
| InfoGCNModality=B2023.01 | 88.5 | — | — | — | — | — | — | — | |
| InfoGCN*Modality=B2023.01 | 88.5 | — | — | — | — | — | — | — | |
| MS-G3DPublication=CVPR20202023.03 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3DModality=J2023.01 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3DPublication=CVPR 2020, Motion Stream=false2022.08 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3DPublication=CVPR 20202025.11 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3DPublication=CVPR 20202026.01 | 88.4 | — | — | — | — | — | — | — | |
| 2s MS-G3DPublisher=CVPR202021.08 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3D2021.08 | 88.4 | — | — | — | — | — | — | — | |
| MS-G3D2021.07 | 88.4 | — | — | — | — | — | — | — | |
| PA-ResGCN-B19Publication=ACMMM20202023.03 | 88.3 | — | — | — | — | — | — | — | |
| MST-GCNModality=J+B2023.01 | 88.3 | — | — | — | — | — | — | — | |
| ResGCNPublisher=ACMMM202021.08 | 88.3 | — | — | — | — | — | — | — | |
| PA-ResGCN-B192021.07 | 88.3 | — | — | — | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=B2023.01 | 88.2 | — | — | — | — | — | — | — | |
| DC-GCN+ADGPublication=ECCV20202023.03 | 88.1 | — | — | — | — | — | — | — | |
| DC-GCN+ADGModality=J2023.01 | 88.1 | — | — | — | — | — | — | — | |
| DC-GCN+ADGPublication=ECCV 2020, Motion Stream=true2022.08 | 88.1 | — | — | — | — | — | — | — | |
| 4s Decouple-GCNPublisher=ECCV20202021.08 | 88.1 | — | — | — | — | — | — | — | |
| DecoupleGCN2021.08 | 88.1 | — | — | — | — | — | — | — | |
| DC-GCN+ADG2021.07 | 88.1 | — | — | — | — | — | — | — | |
| MMDGCN2021.08 | 88 | — | — | — | — | — | — | — | |
| DualHead-NetStream=Bs (Bone)2021.08 | 87.9 | — | — | — | — | — | — | — | |
| Shift-GCNPublication=CVPR20202023.03 | 87.6 | — | — | — | — | — | — | — | |
| Shift-GCNModality=4S2023.01 | 87.6 | — | — | — | — | — | — | — | |
| Shift-GCNPublication=CVPR 2020, Motion Stream=true2022.08 | 87.6 | — | — | — | — | — | — | — | |
| 4s Shift-GCNPublisher=CVPR20202021.08 | 87.6 | — | — | — | — | — | — | — | |
| Shift-GCN2021.08 | 87.6 | — | — | — | — | — | — | — | |
| Shift-GCN2021.07 | 87.6 | — | — | — | — | — | — | — |