Hand Gesture Recognition on DHG-14 (Coarse)
90.94Average Recognition RateSL-fusion-Maximum
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SL-fusion-Maximummodality=Depth + Skeleton, fusion_level=Score Level (Maximum)2020.07 | 90.94 | 98.89 | 78.89 | 4.36 | |
| SL-fusion-Averagemodality=Depth + Skeleton, fusion_level=Score Level (Average)2020.07 | 90.72 | 97.78 | 81.11 | 4.64 | |
| 3D Skeleton CNN+LSTMmodality=Skeleton2020.07 | 89.83 | — | — | — | |
| Skeleton LSTMmodality=Skeleton2020.07 | 89 | 96.67 | 76.67 | 5.4 | |
| Skeleton + Motion Featuremodality=Skeleton + Motion2020.07 | 89 | 97.78 | 72.22 | 7.55 | |
| Skeleton-based, De Smedtmodality=Skeleton2020.07 | 88.33 | — | — | — | |
| FL-fusion-Concatmodality=Depth + Skeleton, fusion_level=Feature Level2020.07 | 86.83 | 98.89 | 78.89 | 4.68 | |
| Skeletonmodality=Skeleton2020.07 | 86.44 | 97.78 | 74.44 | 7.94 | |
| Depth-based, De Smedtmodality=Depth2020.07 | 85.94 | — | — | — | |
| Motion Featuremodality=Motion2020.07 | 81.94 | 96.67 | 64.44 | 8.17 | |
| Depth CNN+LSTMmodality=Depth2020.07 | 77.06 | 92.22 | 58.89 | 8.73 | |
| Depth CNNmodality=Depth2020.07 | 29.57 | 38.92 | 20.61 | 4.51 |