Skeleton-based Action Recognition on NTU RGB+D 60 (X-View)
97.2Top-1 AccuracyHD-GCN (6-ensemble)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HD-GCN (6-ensemble)Motion Stream=false2022.08 | 97.2 | — | — | — | — | |
| DDGCNPublication=ECCV20202023.03 | 97.1 | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=4S2023.01 | 97.1 | — | — | — | — | |
| DDGCNPublication=ECCV 2020, Motion Stream=true2022.08 | 97.1 | — | — | — | — | |
| InfoGCN (6-ensemble)Publication=CVPR 2022, Motion Stream=true2022.08 | 97.1 | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=4S2023.01 | 97 | — | — | — | — | |
| HD-GCN (4-ensemble)Motion Stream=false2022.08 | 97 | — | — | — | — | |
| STFPublication=AAAI20222023.03 | 96.9 | — | — | — | — | |
| CTR-GCNModality=4S2023.01 | 96.9 | — | — | — | — | |
| InfoGCNModality=4S2023.01 | 96.9 | — | — | — | — | |
| STFPublication=AAAI 2022, Motion Stream=false2022.08 | 96.9 | — | — | — | — | |
| InfoGCN (4-ensemble)Publication=CVPR 2022, Motion Stream=false2022.08 | 96.9 | — | — | — | — | |
| CTR-GCNPublication=ICCV20212023.03 | 96.8 | — | — | — | — | |
| FR HeadFusion=joint, bone, joint motion, and bone motion2023.03 | 96.8 | — | — | — | — | |
| CTR-GCN*Modality=4S2023.01 | 96.8 | — | — | — | — | |
| CTR-GCNPublication=ICCV 2021, Motion Stream=true2022.08 | 96.8 | — | — | — | — | |
| Skeletal-GNNPublication=ICCV20212023.03 | 96.7 | — | — | — | — | |
| InfoGCN*Modality=4S2023.01 | 96.7 | — | — | — | — | |
| HCSFframework=multi-stream2021.08 | 96.7 | — | — | — | — | |
| DC-GCN+ADGPublication=ECCV20202023.03 | 96.6 | — | — | — | — | |
| MST-GCNPublication=AAAI20212023.03 | 96.6 | — | — | — | — | |
| DC-GCN+ADGModality=J2023.01 | 96.6 | — | — | — | — | |
| MST-GCNModality=4S2023.01 | 96.6 | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=J+B2023.01 | 96.6 | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=J+B2023.01 | 96.6 | — | — | — | — | |
| DC-GCN+ADGPublication=ECCV 2020, Motion Stream=true2022.08 | 96.6 | — | — | — | — | |
| MST-GCNPublication=AAAI 2021, Motion Stream=true2022.08 | 96.6 | — | — | — | — | |
| HD-GCN (2-ensemble)Motion Stream=false2022.08 | 96.6 | — | — | — | — | |
| DecoupleGCN2021.08 | 96.6 | — | — | — | — | |
| Shift-GCNPublication=CVPR20202023.03 | 96.5 | — | — | — | — | |
| Shift-GCNModality=4S2023.01 | 96.5 | — | — | — | — | |
| CTR-GCNModality=J+B2023.01 | 96.5 | — | — | — | — | |
| InfoGCNModality=J+B2023.01 | 96.5 | — | — | — | — | |
| Shift-GCNPublication=CVPR 2020, Motion Stream=true2022.08 | 96.5 | — | — | — | — | |
| Shift-GCN2021.08 | 96.5 | — | — | — | — | |
| MMDGCN2021.08 | 96.5 | — | — | — | — | |
| MST-GCNModality=J+B2023.01 | 96.4 | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=4S2023.01 | 96.4 | — | — | — | — | |
| ST-TR-GCNModality=J2023.01 | 96.3 | — | — | — | — | |
| CTR-GCN*Modality=J+B2023.01 | 96.3 | — | — | — | — | |
| MS-G3DPublication=CVPR20202023.03 | 96.2 | — | — | — | — | |
| MS-G3DModality=J2023.01 | 96.2 | — | — | — | — | |
| InfoGCN*Modality=J+B2023.01 | 96.2 | — | — | — | — | |
| MS-G3DPublication=CVPR 2020, Motion Stream=false2022.08 | 96.2 | — | — | — | — | |
| MS-AAGCN2021.08 | 96.2 | — | — | — | — | |
| MS-G3D2021.08 | 96.2 | — | — | — | — | |
| DGNNPublication=CVPR20192023.03 | 96.1 | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=J+B2023.01 | 96.1 | — | — | — | — | |
| DGNNPublication=CVPR 2019, Motion Stream=true2022.08 | 96.1 | — | — | — | — | |
| ST-Transformer2021.08 | 96.1 | — | — | — | — | |
| PA-ResGCN-B19Publication=ACMMM20202023.03 | 96 | — | — | — | — | |
| Dynamic GCNPublication=ACMMM20202023.03 | 96 | — | — | — | — | |
| Dynamic GCNModality=J2023.01 | 96 | — | — | — | — | |
| Mix-dim2021.08 | 96 | — | — | — | — | |
| 2S-AGCN*Modality=4S2023.01 | 95.9 | — | — | — | — | |
| Shift-GCNModality=J+B2023.01 | 95.8 | — | — | — | — | |
| EfficientGCN-B4Publication=TPAMI20222023.03 | 95.7 | — | — | — | — | |
| 2S-AGCN*Modality=J+B2023.01 | 95.7 | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=B2023.01 | 95.7 | — | — | — | — | |
| EfficientGCN-B4Publication=TPAMI 2022, Motion Stream=true2022.08 | 95.7 | — | — | — | — | |
| NAS-GCN2021.08 | 95.7 | — | — | — | — | |
| CTR-GCNModality=B2023.01 | 95.5 | — | — | — | — | |
| InfoGCNModality=B2023.01 | 95.5 | — | — | — | — | |
| InfoGCN* w/SkeletonGCLModality=J2023.01 | 95.5 | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=B2023.01 | 95.4 | — | — | — | — | |
| InfoGCN*Modality=B2023.01 | 95.4 | — | — | — | — | |
| CTR-GCN* w/SkeletonGCLModality=J2023.01 | 95.3 | — | — | — | — | |
| MST-GCNModality=B2023.01 | 95.2 | — | — | — | — | |
| CTR-GCNModality=J2023.01 | 95.2 | — | — | — | — | |
| InfoGCNModality=J2023.01 | 95.2 | — | — | — | — | |
| InfoGCN*Modality=J2023.01 | 95.2 | — | — | — | — | |
| 2s-AGCNPublication=CVPR20192023.03 | 95.1 | — | — | — | — | |
| Shift-GCNModality=J2023.01 | 95.1 | — | — | — | — | |
| MST-GCNModality=J2023.01 | 95.1 | — | — | — | — | |
| 2S-AGCNModality=J2023.01 | 95.1 | — | — | — | — | |
| 2s-AGCNPublication=CVPR 2019, Motion Stream=false2022.08 | 95.1 | — | — | — | — | |
| 2s-AGCN2021.08 | 95.1 | — | — | — | — | |
| AGC-LSTMPublication=CVPR20192023.03 | 95 | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=J2023.01 | 95 | — | — | — | — | |
| AGC-LSTMPublication=CVPR 2019, Motion Stream=false2022.08 | 95 | — | — | — | — | |
| Ta-CNNPublication=AAAI20222023.03 | 94.8 | — | — | — | — | |
| CTR-GCN*Modality=J2023.01 | 94.8 | — | — | — | — | |
| CTR-GCN*Modality=B2023.01 | 94.8 | — | — | — | — | |
| SGNPublication=CVPR20202023.03 | 94.5 | — | — | — | — | |
| SGCNModality=J2023.01 | 94.5 | — | — | — | — | |
| 2S-AGCN*Modality=J2023.01 | 94.5 | — | — | — | — | |
| SGNPublication=CVPR 2020, Motion Stream=true2022.08 | 94.5 | — | — | — | — | |
| SGN2021.08 | 94.5 | — | — | — | — | |
| 2S-AGCN* w/SkeletonGCLModality=B2023.01 | 94.4 | — | — | — | — | |
| AS-GCN2021.08 | 94.2 | — | — | — | — | |
| 2S-AGCN*Modality=B2023.01 | 94.1 | — | — | — | — | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C+S, FLOPs/G=2.542025.06 | 93.7 | — | — | — | — | |
| USDRLPublication=AAAI' 25, Modality=J+M+B2025.06 | 93.2 | — | — | — | — | |
| Heterogeneous Skeleton-Based Action Representation LearningModality=J+C, FLOPs/G=2.172025.06 | 92.7 | — | — | — | — | |
| ST-GCN2021.08 | 92.7 | — | — | — | — | |
| 3s-UmURLPublication=ACM MM'23, Modality=J+M+B, FLOPs/G=5.222025.06 | 91.4 | — | — | — | — | |
| IGMPublication=ECCV'24, Modality=J2025.06 | 91.2 | — | — | — | — | |
| 3s-CMDPublication=ECCV'22, Modality=J+M+B, FLOPs/G=17.282025.06 | 90.9 | — | — | — | — | |
| UmURLPublication=ACM MM'23, Modality=J+M+B, FLOPs/G=2.542025.06 | 90.9 | — | — | — | — | |
| USDRLPublication=AAAI' 25, Modality=J2025.06 | 90.8 | — | — | — | — |