Hand Gesture Recognition on SHREC 14 Gestures 17
97.74AccuracyDSTSA-GCN
Evaluation Results
| Method | Links | |
|---|---|---|
| DSTSA-GCNModality=Fusion2025.01 | 97.74 | |
| STDA-GCNPublisher=Ele.20242025.01 | 97.14 | |
| TD-GCNPublisher=TMM20232025.01 | 97.02 | |
| DSTSA-GCNModality=Joint2025.01 | 96.67 | |
| Two-stream NN2021.03 | 96.31 | |
| CTR-GCNPublisher=ICCV20212025.01 | 96.1 | |
| DSTSA-GCNModality=Joint Motion2025.01 | 95.52 | |
| Shift-GCNPublisher=CVPR20202025.01 | 95.5 | |
| STA-GCNPublisher=VC20202025.01 | 95.4 | |
| ResGCNeXtPublisher=TCDS20242025.01 | 95.36 | |
| HPEVPublisher=CVPR20202025.01 | 94.9 | |
| DD-Net (filters=64)Parameters=1.82 M, Speed on GPU=2,200 FPS2019.07 | 94.6 | |
| DD-Net2021.03 | 94.6 | |
| DG-STA2019.07 | 94.4 | |
| STA-Res-TCN2019.07 | 93.6 | |
| STA-Res-TCNParameters=5-6 M, Speed on GPU=303 FPS2019.07 | 93.6 | |
| Oursskeleton joints=7/222021.03 | 93.57 | |
| DD-Net (filters=32)Parameters=0.50 M, Speed on GPU=3,100 FPS2019.07 | 93.5 | |
| DD-Net (filters=64, w/o global fast motion)Parameters=1.76 M2019.07 | 93.3 | |
| HG-GCNPublisher=JIVP20192025.01 | 92.8 | |
| ST-GCNPartitioning=distance, Layers=3, Channels=1282019.07 | 92.7 | |
| DD-Net (filters=64, w/o global slow motion)Parameters=1.76 M2019.07 | 92.7 | |
| ST-GCNPublisher=AAAI20182025.01 | 92.7 | |
| DD-Net (filters=16)Parameters=0.15 M, Speed on GPU=3,500 FPS2019.07 | 91.8 | |
| Parallel CNNParameters=13.83 M2019.07 | 91.3 | |
| MFA-NetSpeed on GPU=361 FPS2019.07 | 91.3 | |
| Res-TCN2019.07 | 91.1 | |
| Boulahia et al.2019.07 | 90.5 | |
| CNN+LSTMParameters=8-9 M, Speed on GPU=238 FPS2019.07 | 89.8 | |
| Caputo et al.2019.07 | 89.5 | |
| DSTSA-GCNModality=Bone2025.01 | 89.4 | |
| DSTSA-GCNModality=Bone Motion2025.01 | 89.05 | |
| SoCJ+HoHD+HoWR2019.07 | 88.2 | |
| Dynamic hand2019.07 | 88.2 | |
| SoCJ+Direction+Rotation2019.07 | 86.9 | |
| Ohn-Bar et al.2019.07 | 83.9 | |
| Classify Sequence by Key Frames2019.07 | 82.9 | |
| Key-frame CNNParameters=7.92 M2019.07 | 82.9 | |
| Devanne et al.2019.07 | 79.4 | |
| Oreifej et al.2019.07 | 78.5 | |
| 3 Cent2019.07 | 77.9 | |
| DD-Net (filters=64, w/o global fast&slow motion)Parameters=1.70 M2019.07 | 55.2 |