Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | e2eET | 95.83 | No | Real-Time Hand Gesture Recognition: Integrating ... | 2024-06-21 | Code |
| 2 | DSTSA-GCN | 95.04 | No | DSTSA-GCN: Advancing Skeleton-Based Gesture Reco... | 2025-01-21 | Code |
| 3 | DD-Net | 94.6 | No | Make Skeleton-based Action Recognition Model Sma... | 2019-07-23 | Code |
| 4 | TD-GCN | 93.9 | No | - | - | Code |
| 5 | FPPR-PCD | 92 | No | - | - | Code |
| 6 | DG-STA | 91.9 | No | Construct Dynamic Graphs for Hand Gesture Recogn... | 2019-07-20 | Code |
| 7 | RE-TCN | 91.31 | No | Action Recognition in Real-World Ambient Assiste... | 2025-03-29 | Code |
| 8 | Parallel-Conv | 91.28 | No | - | - | Code |
| 9 | Ensemble of Models | 86.11 | No | An Ensemble of Knowledge Sharing Models for Dyna... | 2020-08-13 | - |
| 10 | SL-fusion-Average | 85.46 | No | CNN+RNN Depth and Skeleton based Dynamic Hand Ge... | 2020-07-22 | - |
| 11 | SL-fusion-Maximum | 85.36 | No | CNN+RNN Depth and Skeleton based Dynamic Hand Ge... | 2020-07-22 | - |
| 12 | MFANet | 84.68 | No | Motion Feature Augmented Recurrent Neural Networ... | 2017-08-10 | - |
| 13 | FL-fusion-Concat | 81.86 | No | CNN+RNN Depth and Skeleton based Dynamic Hand Ge... | 2020-07-22 | - |