Hand Gesture Recognition on DHG-14 (Both)
85.61Average Recognition Rate3D Skeleton CNN+LSTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3D Skeleton CNN+LSTMmodality=Skeleton2020.07 | 85.61 | — | — | — | |
| SL-fusion-Averagemodality=Depth + Skeleton, fusion_level=Score Level (Average)2020.07 | 85.46 | 95 | 72.86 | 5.16 | |
| SL-fusion-Maximummodality=Depth + Skeleton, fusion_level=Score Level (Maximum)2020.07 | 85.36 | 91.43 | 71.43 | 5.06 | |
| Skeleton + Motion Featuremodality=Skeleton + Motion2020.07 | 84.68 | 94.29 | 67.86 | 6.67 | |
| Skeleton-based, De Smedtmodality=Skeleton2020.07 | 83.07 | — | — | — | |
| Skeleton LSTMmodality=Skeleton2020.07 | 82.18 | 91.43 | 71.43 | 5.32 | |
| FL-fusion-Concatmodality=Depth + Skeleton, fusion_level=Feature Level2020.07 | 81.86 | 87.86 | 67.86 | 5.38 | |
| Depth-based, De Smedtmodality=Depth2020.07 | 79.14 | — | — | — | |
| Motion Featuremodality=Motion2020.07 | 78.21 | 90 | 58.57 | 7.49 | |
| Skeletonmodality=Skeleton2020.07 | 77.43 | 93.57 | 67.86 | 6.82 | |
| Depth CNN+LSTMmodality=Depth2020.07 | 75.79 | 85 | 58.57 | 7.23 | |
| Depth CNNmodality=Depth2020.07 | 32.24 | 40.19 | 25.05 | 4.64 |