Hand Gesture Recognition on DHG-14 Fine
78Average Recognition Rate3D Skeleton CNN+LSTM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3D Skeleton CNN+LSTMmodality=Skeleton2020.07 | 78 | — | — | — | |
| Skeleton + Motion Featuremodality=Skeleton + Motion2020.07 | 76.9 | 90 | 56 | 9.19 | |
| SL-fusion-Averagemodality=Depth + Skeleton, fusion_level=Score Level (Average)2020.07 | 76 | 92 | 52 | 10.51 | |
| SL-fusion-Maximummodality=Depth + Skeleton, fusion_level=Score Level (Maximum)2020.07 | 75.3 | 94 | 54 | 10.89 | |
| Skeleton-based, De Smedtmodality=Skeleton2020.07 | 73.6 | — | — | — | |
| Depth CNN+LSTMmodality=Depth2020.07 | 73.5 | 90 | 52 | 10.93 | |
| FL-fusion-Concatmodality=Depth + Skeleton, fusion_level=Feature Level2020.07 | 72.9 | 90 | 48 | 10.3 | |
| Motion Featuremodality=Motion2020.07 | 71.5 | 84 | 46 | 11.44 | |
| Skeleton LSTMmodality=Skeleton2020.07 | 69.9 | 82 | 54 | 9.91 | |
| Depth-based, De Smedtmodality=Depth2020.07 | 66.9 | — | — | — | |
| Skeletonmodality=Skeleton2020.07 | 61.2 | 86 | 42 | 12.37 | |
| Depth CNNmodality=Depth2020.07 | 37.05 | 52.89 | 24.83 | 7.89 |