Skeleton-based Action Recognition on NTU-RGB+D 120 (Cross-Subject)
90.1Top-1 AccuracyHD-GCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HD-GCNEnsemble size=6, GFLOPs=9.60, # Param. (M)=10.082022.08 | 90.1 | — | — | — | |
| HD-GCN (6-ensemble)Motion Stream=false2022.08 | 90.1 | — | — | — | |
| HD-GCNModality=Joint stream, Stream type=Multi-stream, Ensemble=6-ensemble, GFLOPs=9.6, # Param. (M)=10.082022.08 | 90.1 | — | — | — | |
| InfoGCNEnsemble size=6, GFLOPs=10.08, # Param. (M)=9.422022.08 | 89.8 | — | — | — | |
| HD-GCNEnsemble size=4, GFLOPs=6.40, # Param. (M)=6.722022.08 | 89.8 | — | — | — | |
| InfoGCN (6-ensemble)Publication=CVPR 2022, Motion Stream=true2022.08 | 89.8 | — | — | — | |
| HD-GCN (4-ensemble)Motion Stream=false2022.08 | 89.8 | — | — | — | |
| InfoGCNModality=Joint stream, Stream type=Multi-stream, Ensemble=6-ensemble, GFLOPs=10.08, # Param. (M)=9.422022.08 | 89.8 | — | — | — | |
| HD-GCNModality=Joint stream, Stream type=Multi-stream, Ensemble=4-ensemble, GFLOPs=6.4, # Param. (M)=6.722022.08 | 89.8 | — | — | — | |
| FR HeadFusion=joint, bone, joint motion, and bone motion2023.03 | 89.5 | — | — | — | |
| FR-HeadParam. (M)=1.3, FLOPs (G)=7.08, Power (mJ)=32.572025.12 | 89.5 | — | — | — | |
| InfoGCNEnsemble size=4, GFLOPs=6.72, # Param. (M)=6.282022.08 | 89.4 | — | — | — | |
| InfoGCN (4-ensemble)Publication=CVPR 2022, Motion Stream=false2022.08 | 89.4 | — | — | — | |
| InfoGCNModality=Joint stream, Stream type=Multi-stream, Ensemble=4-ensemble, GFLOPs=6.72, # Param. (M)=6.282022.08 | 89.4 | — | — | — | |
| Info-GCNParam. (M)=1.6, FLOPs (G)=7.36, Power (mJ)=33.862025.12 | 89.2 | — | — | — | |
| HD-GCN (2-ensemble)Motion Stream=false2022.08 | 89.1 | — | — | — | |
| CTR-GCNPublication=ICCV20212023.03 | 88.9 | — | — | — | |
| STFPublication=AAAI20222023.03 | 88.9 | — | — | — | |
| CTR-GCNEnsemble size=4, GFLOPs=7.88, # Param. (M)=5.842022.08 | 88.9 | — | — | — | |
| CTR-GCNPublication=ICCV 2021, Motion Stream=true2022.08 | 88.9 | — | — | — | |
| STFPublication=AAAI 2022, Motion Stream=false2022.08 | 88.9 | — | — | — | |
| CTR-GCNModality=Joint stream, Stream type=Multi-stream, Ensemble=4-ensemble, GFLOPs=7.88, # Param. (M)=5.842022.08 | 88.9 | — | — | — | |
| CTR-GCNParam. (M)=1.46, FLOPs (G)=7.88, Power (mJ)=36.252025.12 | 88.9 | — | — | — | |
| AGE-EnsInput=S(B)&S(J+B)&V(J+B), # Ens=32021.05 | 88.4 | — | — | — | |
| EfficientGCN-B4Publication=TPAMI20222023.03 | 88.3 | — | — | — | |
| EfficientGCN-B4Publication=TPAMI 2022, Motion Stream=true2022.08 | 88.3 | — | — | — | |
| AGE-EnsInput=S(J)&S(B)&S(J+B)&V(J+B), # Ens=42021.05 | 88.2 | — | — | — | |
| AGE-EnsInput=S(J+B)&V(J+B), # Ens=22021.05 | 87.6 | — | — | — | |
| BSL-EnsInput=S(J)&S(B)&S(J+B)&V(J+B), # Ens=42021.05 | 87.5 | — | — | — | |
| MST-GCNPublication=AAAI20212023.03 | 87.5 | — | — | — | |
| Skeletal-GNNPublication=ICCV20212023.03 | 87.5 | — | — | — | |
| MST-GCNPublication=AAAI 2021, Motion Stream=true2022.08 | 87.5 | — | — | — | |
| HCSFframework=multi-stream2021.08 | 87.5 | — | — | — | |
| Dynamic GCN2020.07 | 87.3 | — | — | — | |
| PA-ResGCN-B19Inference speed (sequences/(second*GPU))=38.3, Parameter number (million)=3.642020.10 | 87.3 | — | — | — | |
| AGE-EnsInput=S(B)&V(B), # Ens=22021.05 | 87.3 | — | — | — | |
| BSL-EnsInput=S(B)&S(J+B)&V(J+B), # Ens=32021.05 | 87.3 | — | — | — | |
| PA-ResGCN-B19Publication=ACMMM20202023.03 | 87.3 | — | — | — | |
| Dynamic GCNPublication=ACMMM20202023.03 | 87.3 | — | — | — | |
| MSTYear=2021, # Ens=22021.05 | 87 | — | — | — | |
| MS-G3D NetYear=20202020.07 | 86.9 | — | — | — | |
| MS-G3DYear=2020, # Ens=22021.05 | 86.9 | — | — | — | |
| MS-G3DPublication=CVPR20202023.03 | 86.9 | — | — | — | |
| MS-G3DPublication=CVPR 2020, Motion Stream=false2022.08 | 86.9 | — | — | — | |
| MS-G3DParam. (M)=3.19, FLOPs (G)=48.88, Power (mJ)=239.512025.12 | 86.9 | — | — | — | |
| MS-G3D2021.08 | 86.9 | — | — | — | |
| MMDGCN2021.08 | 86.8 | — | — | — | |
| PA-ResGCN-N51Inference speed (sequences/(second*GPU))=54.8, Parameter number (million)=1.142020.10 | 86.6 | — | — | — | |
| DeCoupleGCNYear=2020, # Ens=42021.05 | 86.5 | — | — | — | |
| DC-GCN+ADGPublication=ECCV20202023.03 | 86.5 | — | — | — | |
| DC-GCN+ADGPublication=ECCV 2020, Motion Stream=true2022.08 | 86.5 | — | — | — | |
| DecoupleGCN2021.08 | 86.5 | — | — | — | |
| BSL-EnsInput=S(J+B)&V(J+B), # Ens=22021.05 | 86.4 | — | — | — | |
| BSL-EnsInput=S(B)&V(B), # Ens=22021.05 | 86.3 | — | — | — | |
| AdaSGNYear=2021, # Ens=42021.05 | 85.9 | — | — | — | |
| AGE-SInput=Joint+Bone, # Ens=12021.05 | 85.9 | — | — | — | |
| Shift-GCNPublication=CVPR20202023.03 | 85.9 | — | — | — | |
| Shift-GCNPublication=CVPR 2020, Motion Stream=true2022.08 | 85.9 | — | — | — | |
| Shift-GCN2021.08 | 85.9 | — | — | — | |
| Ta-CNNYear=2022, # Ens=22021.05 | 85.7 | — | — | — | |
| Efficient-Self-AttentionYear=2022, # Ens=42021.05 | 85.7 | — | — | — | |
| HD-GCNModality=Joint stream, Stream type=Single-stream, GFLOPs=1.6, # Param. (M)=1.682022.08 | 85.7 | — | — | — | |
| Ta-CNNPublication=AAAI20222023.03 | 85.4 | — | — | — | |
| AGE-EnsInput=S(J)&V(J), # Ens=22021.05 | 85.3 | — | — | — | |
| Shift-GCNFLOPs (G)=10, Power (mJ)=462025.12 | 85.3 | — | — | — | |
| ResGCN-B19 (Basic)Inference speed (sequences/(second*GPU))=44.0, Parameter number (million)=3.262020.10 | 85.2 | — | — | — | |
| InfoGCNModality=Joint stream, Stream type=Single-stream, GFLOPs=1.68, # Param. (M)=1.572022.08 | 85.1 | — | — | — | |
| MS-G3DModality=Joint stream, Stream type=Single-stream, GFLOPs=5.22, # Param. (M)=3.222022.08 | 84.9 | — | — | — | |
| CTR-GCNModality=Joint stream, Stream type=Single-stream, GFLOPs=1.97, # Param. (M)=1.462022.08 | 84.9 | — | — | — | |
| AGE-SInput=Bone, # Ens=12021.05 | 84.6 | — | — | — | |
| BSL-EnsInput=S(J)&V(J), # Ens=22021.05 | 84.3 | — | — | — | |
| BSL-SInput=Joint+Bone, # Ens=12021.05 | 84.1 | — | — | — | |
| ResGCN-N51 (Bottleneck)Inference speed (sequences/(second*GPU))=67.4, Parameter number (million)=0.772020.10 | 84 | — | — | — | |
| BSL-SInput=Bone, # Ens=12021.05 | 84 | — | — | — | |
| DC-GCNModality=Joint stream, Stream type=Single-stream, GFLOPs=2.74, # Param. (M)=3.452022.08 | 84 | — | — | — | |
| AGE-SInput=Joint, # Ens=12021.05 | 83.2 | — | — | — | |
| AGE-VInput=Joint+Bone, # Ens=12021.05 | 83 | — | — | — | |
| 2s-AGCNYear=20192020.07 | 82.9 | — | — | — | |
| AGE-VInput=Bone, # Ens=12021.05 | 82.9 | — | — | — | |
| 2s-AGCNPublication=CVPR20192023.03 | 82.9 | — | — | — | |
| 2s-AGCN2021.08 | 82.9 | — | — | — | |
| ST-Transformer2021.08 | 82.7 | — | — | — | |
| 2s-AGCNInference speed (sequences/(second*GPU))=22.3, Parameter number (million)=6.942020.10 | 82.5 | — | — | — | |
| 2s-AGCNPublication=CVPR 2019, Motion Stream=false2022.08 | 82.5 | — | — | — | |
| 2S-AGCNParam. (M)=3.48, FLOPs (G)=37.32, Power (mJ)=182.872025.12 | 82.5 | — | — | — | |
| BSL-SInput=Joint, # Ens=12021.05 | 81.9 | — | — | — | |
| AGE-VInput=Joint, # Ens=12021.05 | 81.8 | — | — | — | |
| BSL-VInput=Joint+Bone, # Ens=12021.05 | 80.5 | — | — | — | |
| Mix-dim2021.08 | 80.5 | — | — | — | |
| BSL-VInput=Bone, # Ens=12021.05 | 80.3 | — | — | — | |
| BSL-VInput=Joint, # Ens=12021.05 | 79.3 | — | — | — | |
| SGNYear=2020, # Ens=12021.05 | 79.2 | — | — | — | |
| SGNPublication=CVPR20202023.03 | 79.2 | — | — | — | |
| SGNPublication=CVPR 2020, Motion Stream=true2022.08 | 79.2 | — | — | — | |
| SGN2021.08 | 79.2 | — | — | — | |
| AS-GCN+DH-TCN2020.10 | 78.3 | — | — | — | |
| AS-GCNParameter number (million)=6.992020.10 | 77.9 | — | — | — | |
| AS-GCN2021.08 | 77.7 | — | — | — | |
| Signal-SGN++ (4 ensemble)Param. (M)=1.72, FLOPs (G)=6.44, SOPs (G)=1.252, Power (mJ)=1.4762025.12 | 76.5 | — | — | — | |
| Signal-SGN (4 ensemble)Param. (M)=1.74, FLOPs (G)=6.48, SOPs (G)=1.28, Power (mJ)=1.4882025.12 | 75.3 | — | — | — |