Skeleton-based Action Recognition on NTU RGB+D X-Sub60 (E1, E2, E4 Metrics)
92.6Top-1 Acc (E1)FG-STFormer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FG-STFormerType=Transformer, Frames=1282024.03 | 92.6 | — | — | |
| SkateFormerType=Transformer, Frames=642024.03 | 92.6 | 93 | 93.5 | |
| STSTType=Transformer, Frames=1282024.03 | 91.9 | — | — | |
| DSTA-NetType=Transformer, Frames=1282024.03 | 91.5 | — | — | |
| HyperformerType=Transformer, Frames=642024.03 | 90.7 | 92.9 | 95.1 | |
| HD-GCNType=GCN, Frames=642024.03 | 90.6 | 92.4 | 93 | |
| FR-HeadType=GCN, Frames=642024.03 | 90.3 | 92.3 | 92.8 | |
| KoopmanType=GCN, Frames=642024.03 | 90.2 | 92.9 | — | |
| LSTType=GCN, Frames=642024.03 | 90.2 | 92.9 | — | |
| CTR-GCNType=GCN, Frames=642024.03 | 89.9 | 92.4 | — | |
| InfoGCNType=GCN, Frames=642024.03 | 89.8 | 91.4 | 92.1 | |
| SGNType=GCN, Frames=202024.03 | 89 | — | — | |
| ST-GCN++Type=GCN, Frames=1002024.03 | 88.8 | 92.3 | 92.8 | |
| Ske2GridType=CNN, Frames=1002024.03 | 88.3 | — | — | |
| AGC-LSTMType=RNN, Frames=1002024.03 | 87.5 | — | — | |
| TA-CNNType=CNN, Frames=642024.03 | 85.8 | — | — | |
| STC-NetType=GCN, Frames=642024.03 | — | 92.5 | 93 |