Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DSTSA-GCN | 93.57 | No | DSTSA-GCN: Advancing Skeleton-Based Gesture Reco... | 2025-01-21 | Code |
| 2 | e2eET | 92.38 | No | Real-Time Hand Gesture Recognition: Integrating ... | 2024-06-21 | Code |
| 3 | DD-Net | 91.9 | No | Make Skeleton-based Action Recognition Model Sma... | 2019-07-23 | Code |
| 4 | FPPR-PCD | 91.7 | No | - | - | Code |
| 5 | TD-GCN | 91.4 | No | - | - | Code |
| 6 | RE-TCN | 88.21 | No | Action Recognition in Real-World Ambient Assiste... | 2025-03-29 | Code |
| 7 | DG-STA | 88 | No | Construct Dynamic Graphs for Hand Gesture Recogn... | 2019-07-20 | Code |
| 8 | Parallel-Conv | 84.35 | No | - | - | Code |
| 9 | MFANet | 80.32 | No | Motion Feature Augmented Recurrent Neural Networ... | 2017-08-10 | - |