Skeleton-based Action Recognition on NTU RGB+D X-View60 (E1, E2, E4)
97Top-1 Accuracy (E1)SkateFormer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SkateFormerType=Transformer, Frames=642024.03 | 97 | 97.4 | 97.8 | |
| STSTType=Transformer, Frames=1282024.03 | 96.8 | — | — | |
| STC-NetType=GCN, Frames=642024.03 | 96.7 | 97.1 | — | |
| FG-STFormerType=Transformer, Frames=1282024.03 | 96.7 | — | — | |
| HyperformerType=Transformer, Frames=642024.03 | 96.5 | — | — | |
| DSTA-NetType=Transformer, Frames=1282024.03 | 96.4 | — | — | |
| HD-GCNType=GCN, Frames=642024.03 | 95.7 | 96.6 | 97 | |
| InfoGCNType=GCN, Frames=642024.03 | 95.6 | 96.7 | 97 | |
| LSTType=GCN, Frames=642024.03 | 95.6 | 97 | — | |
| ST-GCN++Type=GCN, Frames=1002024.03 | 95.3 | 96.4 | 96.8 | |
| FR-HeadType=GCN, Frames=642024.03 | 95.3 | 96.4 | 96.8 | |
| KoopmanType=GCN, Frames=642024.03 | 95.2 | 96.8 | — | |
| SGNType=GCN, Frames=202024.03 | 94.5 | — | — | |
| AGC-LSTMType=RNN, Frames=1002024.03 | 93.5 | 95 | — | |
| TA-CNNType=CNN, Frames=642024.03 | 90.4 | 93.6 | — |