Hand Gesture Classification on Ninapro DB4 (Macro Metrics)
71.29AccuracyEMGFlow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EMGFlowBackbone=Waveformer2026.04 | 71.29 | 71.86 | 72.2 | |
| DDIMBackbone=Waveformer2026.04 | 71.27 | 71.87 | 72.19 | |
| DDPMBackbone=Waveformer2026.04 | 70.96 | 71.45 | 71.94 | |
| EMGFlowBackbone=EMGHandNet2026.04 | 70.44 | 71.1 | 71.31 | |
| MixupBackbone=Waveformer2026.04 | 70.33 | 70.95 | 71.26 | |
| PatchEMGBackbone=Waveformer2026.04 | 70.17 | 70.68 | 71.09 | |
| DDIMBackbone=EMGHandNet2026.04 | 70.1 | 70.85 | 70.92 | |
| WGAN-GPBackbone=Waveformer2026.04 | 69.94 | 70.4 | 70.82 | |
| DDPMBackbone=EMGHandNet2026.04 | 69.94 | 70.55 | 70.85 | |
| UpsampleBackbone=Waveformer2026.04 | 69.02 | 69.47 | 69.86 | |
| BaselineBackbone=Waveformer2026.04 | 68.72 | 69.17 | 69.54 | |
| ReplicateBackbone=Waveformer2026.04 | 68.5 | 69.02 | 69.4 | |
| MixupBackbone=EMGHandNet2026.04 | 68.24 | 68.93 | 69.15 | |
| Freq-MixBackbone=Waveformer2026.04 | 68.11 | 68.73 | 69.03 | |
| Freq-MaskBackbone=Waveformer2026.04 | 67.52 | 67.98 | 68.26 | |
| WGAN-GPBackbone=EMGHandNet2026.04 | 67.11 | 67.74 | 68.08 | |
| STAugBackbone=Waveformer2026.04 | 67.06 | 67.63 | 67.98 | |
| Freq-MaskBackbone=EMGHandNet2026.04 | 66.89 | 67.39 | 67.82 | |
| PatchEMGBackbone=EMGHandNet2026.04 | 66.72 | 67.24 | 67.64 | |
| ReplicateBackbone=EMGHandNet2026.04 | 66.38 | 67.05 | 67.36 | |
| Freq-MixBackbone=EMGHandNet2026.04 | 66.06 | 66.8 | 67.02 | |
| Jitter&ScaleBackbone=Waveformer2026.04 | 65.43 | 66.08 | 66.35 | |
| Jitter&ScaleBackbone=EMGHandNet2026.04 | 65.35 | 65.94 | 66.26 | |
| UpsampleBackbone=EMGHandNet2026.04 | 65.17 | 65.79 | 66.15 | |
| STAugBackbone=EMGHandNet2026.04 | 65.03 | 65.68 | 66.05 | |
| BaselineBackbone=EMGHandNet2026.04 | 64.74 | 65.39 | 65.65 |