Hand Gesture Recognition on SHREC 28 Gestures '17
94.05AccuracyTwo-stream NN
Evaluation results
| Method | Links | |
|---|---|---|
| Two-stream NN2021.03 | 94.05 | |
| DD-Net (filters=64)Parameters=1.82 M, Speed on GPU=2,200 FPS2019.07 | 91.9 | |
| DD-Net2021.03 | 91.9 | |
| Oursskeleton joints=7/222021.03 | 91.43 | |
| STA-Res-TCN2019.07 | 90.7 | |
| DG-STA2019.07 | 90.7 | |
| STA-Res-TCNParameters=5-6 M, Speed on GPU=303 FPS2019.07 | 90.7 | |
| DD-Net (filters=64, w/o global fast motion)Parameters=1.76 M2019.07 | 90.5 | |
| DD-Net (filters=32)Parameters=0.50 M, Speed on GPU=3,100 FPS2019.07 | 90.4 | |
| DD-Net (filters=64, w/o global slow motion)Parameters=1.76 M2019.07 | 90.2 | |
| DD-Net (filters=16)Parameters=0.15 M, Speed on GPU=3,500 FPS2019.07 | 90 | |
| ST-GCNPartitioning=distance, Layers=3, Channels=1282019.07 | 87.7 | |
| Res-TCN2019.07 | 87.3 | |
| MFA-NetSpeed on GPU=361 FPS2019.07 | 86.6 | |
| CNN+LSTMParameters=8-9 M, Speed on GPU=238 FPS2019.07 | 86.3 | |
| Parallel CNNParameters=13.83 M2019.07 | 84.4 | |
| SoCJ+Direction+Rotation2019.07 | 84.2 | |
| SoCJ+HoHD+HoWR2019.07 | 81.9 | |
| Dynamic hand2019.07 | 81.9 | |
| Boulahia et al.2019.07 | 80.5 | |
| Ohn-Bar et al.2019.07 | 76.5 | |
| Oreifej et al.2019.07 | 74 | |
| Classify Sequence by Key Frames2019.07 | 71.9 | |
| Key-frame CNNParameters=7.92 M2019.07 | 71.9 | |
| Devanne et al.2019.07 | 62 | |
| DD-Net (filters=64, w/o global fast&slow motion)Parameters=1.70 M2019.07 | 41.6 |