Clinical Gesture Recognition on EHWGesture
75.98AccuracyNESTformer (g3)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NESTformer (g3)Energy (µJ)=46.1, Param (M)=2.59, T=162026.05 | 75.98 | 79.45 | 96.4 | |
| NESTformer (g2)Energy (µJ)=28.7, Param (M)=1.46, T=162026.05 | 75.86 | 78.92 | 96.32 | |
| QKFormer-5-320Energy (µJ)=100.9, Param (M)=2.35, T=162026.05 | 75.28 | 78.92 | 96.86 | |
| QKFormer-4-256Energy (µJ)=73.6, Param (M)=1.51, T=162026.05 | 75.11 | 78.87 | 96.22 | |
| Spikformer-3-320Energy (µJ)=70.8, Param (M)=5.27, T=162026.05 | 74.16 | 79 | 96.4 | |
| Spikformer-2-256Energy (µJ)=59.0, Param (M)=2.60, T=162026.05 | 73.62 | 78.29 | 95.86 | |
| QKFormer-2-160Energy (µJ)=48.1, Param (M)=0.69, T=162026.05 | 73.58 | 77.59 | 96.32 | |
| NESTformer (g1)Energy (µJ)=19.3, Param (M)=0.92, T=162026.05 | 72.38 | 74.66 | 95.66 | |
| Spikformer-1-160Energy (µJ)=55.3, Param (M)=0.71, T=162026.05 | 71.89 | 75.94 | 96.2 | |
| PhiNetEnergy (µJ)=6,900, Param (M)=4.91, T=162026.05 | 71.25 | 75.11 | 96.98 | |
| NESTformer (g0)Energy (µJ)=13.3, Param (M)=0.68, T=162026.05 | 71.01 | 74.04 | 94.78 | |
| ResNeXtEnergy (µJ)=460,000, Param (M)=116.10, T=162026.05 | 68.51 | 72.58 | 94.41 | |
| ResNet50Energy (µJ)=147,000, Param (M)=25.60, T=162026.05 | 65.52 | 71.48 | 91.02 |