Myoelectric Gesture Recognition on Ninapro DB2
77.86AccuracySASG-DA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SASG-DABackbone=Crossformer2025.11 | 77.86 | 78.82 | 78.73 | 78.77 | |
| FreqMixBackbone=Crossformer2025.11 | 77.07 | 78.57 | 77.86 | 78.21 | |
| CADSBackbone=Crossformer2025.11 | 77.03 | 77.74 | 77.87 | 77.8 | |
| MinorityBackbone=Crossformer2025.11 | 76.89 | 77.59 | 77.78 | 77.68 | |
| SASG-DABackbone=STCNet2025.11 | 76.36 | 77.59 | 77.29 | 77.44 | |
| DESAMBackbone=Crossformer2025.11 | 76.32 | 77.53 | 77.16 | 77.34 | |
| PatchEMGBackbone=Crossformer2025.11 | 75.91 | 76.96 | 76.79 | 76.87 | |
| UpsampleBackbone=Crossformer2025.11 | 75.84 | 77.18 | 76.85 | 77.01 | |
| Dominant ShuffleBackbone=Crossformer2025.11 | 75.82 | 77.1 | 76.63 | 76.86 | |
| NTDBackbone=Crossformer2025.11 | 75.76 | 77.14 | 76.59 | 76.86 | |
| RIMBackbone=Crossformer2025.11 | 75.69 | 76.81 | 76.53 | 76.67 | |
| E-TRGANBackbone=Crossformer2025.11 | 75.17 | 75.85 | 75.9 | 75.87 | |
| EEG-EnhancingBackbone=Crossformer2025.11 | 75.1 | 76.35 | 75.89 | 76.12 | |
| DiffMixBackbone=Crossformer2025.11 | 74.84 | 76.07 | 75.74 | 75.9 | |
| SSE-LDMBackbone=Crossformer2025.11 | 74.73 | 75.88 | 75.61 | 75.74 | |
| BaselineBackbone=Crossformer2025.11 | 74.63 | 75.89 | 75.44 | 75.66 | |
| SimPSIBackbone=Crossformer2025.11 | 74.58 | 75.74 | 75.42 | 75.58 | |
| STAugBackbone=Crossformer2025.11 | 74.49 | 75.65 | 75.4 | 75.52 | |
| MixupBackbone=Crossformer2025.11 | 74.45 | 75.65 | 75.45 | 75.55 | |
| UpsampleBackbone=STCNet2025.11 | 74.38 | 76.69 | 75.36 | 76.02 | |
| Dominant ShuffleBackbone=STCNet2025.11 | 74.38 | 76.17 | 75.33 | 75.75 | |
| FreqMaskBackbone=Crossformer2025.11 | 74.37 | 75.9 | 75.36 | 75.63 | |
| Jittering & ScalingBackbone=Crossformer2025.11 | 74.36 | 75.75 | 75.2 | 75.47 | |
| CADSBackbone=STCNet2025.11 | 74.33 | 75.34 | 75.29 | 75.31 | |
| SASG-DABackbone=TDCT2025.11 | 74.31 | 75.46 | 75.2 | 75.33 | |
| FreqMixBackbone=STCNet2025.11 | 73.92 | 75.97 | — | 75.45 | |
| FreqMaskBackbone=STCNet2025.11 | 73.86 | 75.7 | 74.89 | 75.29 | |
| PatchEMGBackbone=STCNet2025.11 | 73.73 | 75.21 | 74.74 | 74.97 | |
| MinorityBackbone=STCNet2025.11 | 73.48 | 74.57 | 74.52 | 74.54 | |
| DESAMBackbone=STCNet2025.11 | 72.55 | 74.41 | 73.49 | 73.94 | |
| CADSBackbone=TDCT2025.11 | 72.33 | 73.27 | 73.08 | 73.17 | |
| RIMBackbone=STCNet2025.11 | 72.14 | 73.78 | 73.2 | 73.49 | |
| NTDBackbone=STCNet2025.11 | 72 | 73.94 | 73.02 | 73.47 | |
| FreqMixBackbone=TDCT2025.11 | 71.47 | 73.56 | 72.33 | 72.94 | |
| RIMBackbone=TDCT2025.11 | 71.36 | 72.72 | 72.28 | 72.5 | |
| PatchEMGBackbone=TDCT2025.11 | 71.31 | 72.6 | 72.21 | 72.4 | |
| MinorityBackbone=TDCT2025.11 | 71.31 | 72.34 | 72.16 | 72.25 | |
| FreqMaskBackbone=TDCT2025.11 | 71.22 | 72.9 | 72.16 | 72.53 | |
| MixupBackbone=TDCT2025.11 | 71.13 | 72.47 | 72.12 | 72.29 | |
| Dominant ShuffleBackbone=TDCT2025.11 | 71.02 | 73.01 | 71.91 | 72.46 | |
| STAugBackbone=TDCT2025.11 | 71.02 | 72.36 | 71.94 | 72.15 | |
| SimPSIBackbone=STCNet2025.11 | 70.91 | 72.8 | 72 | 72.4 | |
| NTDBackbone=TDCT2025.11 | 70.87 | 72.68 | 71.77 | 72.22 | |
| SimPSIBackbone=TDCT2025.11 | 70.52 | 71.98 | 71.43 | 71.7 | |
| DESAMBackbone=TDCT2025.11 | 70.47 | 72.21 | 71.32 | 71.76 | |
| E-TRGANBackbone=TDCT2025.11 | 70.41 | 72.05 | 71.9 | 71.98 | |
| DiffMixBackbone=STCNet2025.11 | 70.33 | 72.01 | 71.49 | 71.75 | |
| SSE-LDMBackbone=TDCT2025.11 | 70.28 | 71.62 | 71.26 | 71.44 | |
| E-TRGANBackbone=STCNet2025.11 | 70.21 | 71.7 | 71.82 | 71.76 | |
| Jittering & ScalingBackbone=TDCT2025.11 | 70.08 | 71.67 | 70.94 | 71.3 | |
| EEG-EnhancingBackbone=STCNet2025.11 | 70.08 | 72.11 | 71.22 | 71.66 | |
| UpsampleBackbone=TDCT2025.11 | 70.05 | 71.66 | 70.91 | 71.28 | |
| BaselineBackbone=TDCT2025.11 | 70 | 71.44 | 70.83 | 71.13 | |
| EEG-EnhancingBackbone=TDCT2025.11 | 69.93 | 71.45 | 70.84 | 71.15 | |
| SSE-LDMBackbone=STCNet2025.11 | 69.91 | 71.62 | 71.08 | 71.34 | |
| BaselineBackbone=STCNet2025.11 | 69.71 | 71.86 | 70.83 | 71.34 | |
| STAugBackbone=STCNet2025.11 | 69.52 | 71.45 | 70.72 | 71.08 | |
| DiffMixBackbone=TDCT2025.11 | 69.47 | 70.86 | 70.49 | 70.67 | |
| MixupBackbone=STCNet2025.11 | 69.46 | 71.44 | 70.58 | 71.01 | |
| Jittering & ScalingBackbone=STCNet2025.11 | 68.46 | 70.78 | 69.61 | 70.19 |