Myoelectric Gesture Recognition on Ninapro DB4
70.05AccuracySASG-DA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SASG-DABackbone=STCNet2025.11 | 70.05 | 71.37 | 71.75 | 71.56 | |
| SASG-DABackbone=STCNet2025.11 | 70.05 | 71.37 | 71.75 | 71.56 | |
| SASG-DABackbone=Crossformer2025.11 | 69.73 | 70.73 | 71.38 | 71.05 | |
| SASG-DABackbone=Crossformer2025.11 | 69.73 | 70.73 | 71.38 | 71.05 | |
| CADSBackbone=Crossformer2025.11 | 68.91 | 69.99 | 70.57 | 70.28 | |
| FreqMixBackbone=Crossformer2025.11 | 68.51 | 70.03 | 70.25 | 70.14 | |
| UpsampleBackbone=STCNet2025.11 | 68.44 | 70.4 | 70.14 | 70.27 | |
| MinorityBackbone=Crossformer2025.11 | 68.39 | 69.49 | 70.03 | 69.76 | |
| NTDBackbone=Crossformer2025.11 | 67.9 | 68.92 | 69.55 | 69.23 | |
| SASG-DABackbone=TDCT2025.11 | 67.74 | 69.02 | 69.42 | 69.22 | |
| SASG-DABackbone=TDCT2025.11 | 67.74 | 69.02 | 69.42 | 69.22 | |
| DESAMBackbone=Crossformer2025.11 | 67.63 | 68.82 | 69.33 | 69.07 | |
| UpsampleBackbone=Crossformer2025.11 | 67.62 | 69.23 | 69.29 | 69.26 | |
| PatchEMGBackbone=Crossformer2025.11 | 67.5 | 68.93 | 69.26 | 69.09 | |
| PatchEMGBackbone=STCNet2025.11 | 67.45 | 69.42 | 69.21 | 69.31 | |
| CADSBackbone=STCNet2025.11 | 67.45 | 68.84 | 69.13 | 68.98 | |
| Dominant ShuffleBackbone=Crossformer2025.11 | 67.21 | 68.41 | 68.96 | 68.68 | |
| RIMBackbone=Crossformer2025.11 | 67.18 | 68.31 | 68.9 | 68.6 | |
| FreqMaskBackbone=STCNet2025.11 | 67.08 | 68.99 | 68.82 | 68.9 | |
| MinorityBackbone=STCNet2025.11 | 66.74 | 68.38 | 68.42 | 66.4 | |
| SimPSIBackbone=Crossformer2025.11 | 66.72 | 67.93 | 68.4 | 68.16 | |
| FreqMixBackbone=STCNet2025.11 | 66.69 | 68.73 | 68.38 | 68.55 | |
| FreqMaskBackbone=Crossformer2025.11 | 66.67 | 68.08 | 68.35 | 68.21 | |
| EEG-EnhancingBackbone=Crossformer2025.11 | 66.48 | 67.66 | 68.22 | 67.94 | |
| STAugBackbone=Crossformer2025.11 | 66.41 | 67.77 | 68.09 | 67.93 | |
| MixupBackbone=Crossformer2025.11 | 66.21 | 67.48 | 67.86 | 67.67 | |
| SSE-LDMBackbone=Crossformer2025.11 | 66.1 | 67.16 | 67.76 | 67.46 | |
| DiffMixBackbone=Crossformer2025.11 | 66.08 | 67.21 | 67.81 | 67.51 | |
| Jittering & ScalingBackbone=Crossformer2025.11 | 66.01 | 67.35 | 67.8 | 67.57 | |
| E-TRGANBackbone=Crossformer2025.11 | 65.93 | 67.7 | 67.28 | 67.51 | |
| Dominant ShuffleBackbone=STCNet2025.11 | 65.89 | 67.89 | 67.69 | 67.79 | |
| BaselineBackbone=Crossformer2025.11 | 65.78 | 66.97 | 67.49 | 67.23 | |
| BaselineBackbone=Crossformer2025.11 | 65.78 | 66.97 | 67.49 | 67.23 | |
| NTDBackbone=STCNet2025.11 | 65.69 | 67.19 | 67.39 | 67.29 | |
| CADSBackbone=TDCT2025.11 | 65.58 | 67.03 | 67.33 | 67.18 | |
| FreqMixBackbone=TDCT2025.11 | 65.45 | 67.08 | 67.15 | 67.11 | |
| RIMBackbone=STCNet2025.11 | 65.08 | 66.58 | 66.77 | 66.67 | |
| PatchEMGBackbone=TDCT2025.11 | 64.68 | 66.38 | 66.37 | 66.37 | |
| FreqMaskBackbone=TDCT2025.11 | 64.5 | 66.31 | 66.23 | 66.27 | |
| MixupBackbone=TDCT2025.11 | 64.5 | 65.96 | 66.2 | 66.08 | |
| RIMBackbone=TDCT2025.11 | 64.47 | 65.75 | 66.21 | 65.98 | |
| MinorityBackbone=TDCT2025.11 | 64.47 | 65.86 | 66.13 | 65.99 | |
| NTDBackbone=TDCT2025.11 | 64.29 | 65.72 | 65.85 | 65.78 | |
| Dominant ShuffleBackbone=TDCT2025.11 | 64.22 | 66.01 | 66.06 | 66.03 | |
| SimPSIBackbone=TDCT2025.11 | 64.06 | 65.54 | 65.78 | 65.66 | |
| DESAMBackbone=STCNet2025.11 | 64.06 | 65.67 | 65.9 | 65.78 | |
| STAugBackbone=TDCT2025.11 | 63.96 | 65.31 | 65.67 | 65.49 | |
| DESAMBackbone=TDCT2025.11 | 63.91 | 65.24 | 65.6 | 65.42 | |
| SSE-LDMBackbone=TDCT2025.11 | 63.53 | 64.76 | 65.26 | 65.01 | |
| UpsampleBackbone=TDCT2025.11 | 63.37 | 65.16 | 65.23 | 65.19 | |
| DiffMixBackbone=STCNet2025.11 | 63.22 | 64.89 | 64.99 | 64.94 | |
| E-TRGANBackbone=TDCT2025.11 | 63.11 | 64.6 | 64.55 | 64.57 | |
| Jittering & ScalingBackbone=TDCT2025.11 | 63.05 | 64.6 | 64.75 | 64.67 | |
| EEG-EnhancingBackbone=TDCT2025.11 | 62.71 | 64.16 | 64.47 | 64.31 | |
| E-TRGANBackbone=STCNet2025.11 | 62.66 | 64.5 | 64.54 | 64.52 | |
| BaselineBackbone=TDCT2025.11 | 62.62 | 64.18 | 64.34 | 64.26 | |
| SSE-LDMBackbone=STCNet2025.11 | 62.56 | 64.18 | 64.34 | 64.26 | |
| SimPSIBackbone=STCNet2025.11 | 62.44 | 64.48 | 64.06 | 64.27 | |
| DiffMixBackbone=TDCT2025.11 | 62.14 | 63.35 | 63.83 | 63.59 | |
| MixupBackbone=STCNet2025.11 | 62.13 | 63.95 | 63.82 | 63.88 | |
| EEG-EnhancingBackbone=STCNet2025.11 | 61.86 | 63.69 | 63.63 | 63.66 | |
| STAugBackbone=STCNet2025.11 | 61.46 | 63.36 | 63.1 | 63.23 | |
| BaselineBackbone=STCNet2025.11 | 61.25 | 63.43 | 63.05 | 63.24 | |
| BaselineBackbone=STCNet2025.11 | 61.25 | 63.43 | 63.05 | 63.24 | |
| Jittering & ScalingBackbone=STCNet2025.11 | 59.97 | 62.23 | 61.74 | 61.98 |