Research Article
Research on Discriminative Skeleton-Based Action Recognition in Spatiotemporal Fusion and Human-Robot Interaction
Table 2
Ablation study on the skeleton-based dataset Kinetics-Skeleton.
| | Methods | Top-1 (%) | Top-5 (%) |
| | ST-GCN [8] | 32.5 | 54.9 | | 2s-AGCN [18] | 36.7 | 59.8 | | ST-GCN + LPM-TAM (ours) | 33.5 | 55.8 | | 2s-AGCN + LPM-TAM (ours) | 37.1 | 60.7 | | ST-GCN + LPM-CAM (ours) | 33.9 | 56.0 | | 2s-AGCN + LPM-CAM (ours) | 37.2 | 60.9 | | ST-GCN + PM-STF (ours) | 34.1 | 56.1 | | 2s-AGCN + PM-STF (ours) | 37.5 | 61.1 | | ST-GCN + PM-STFGCN (ours) | 35.0 | 56.8 | | 2s-AGCN + PM-STFGCN (ours) | 38.1 | 61.8 |
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