mmWave Sensing on mmFiT
86.38AccuracySpikingResFormer
Evaluation results
| Method | Links | |
|---|---|---|
| SpikingResFormerParams (M)=17.3102026.05 | 86.38 | |
| MS-ResNet50Params (M)=23.5162026.05 | 85.41 | |
| MS-ResNet18Params (M)=11.1782026.05 | 85.08 | |
| SpikFormerParams (M)=2.5672026.05 | 83.58 | |
| QKFormerParams (M)=2.4142026.05 | 83.36 | |
| SDTParams (M)=6.0812026.05 | 82.87 | |
| SEW-ResNet18Params (M)=11.1742026.05 | 78.57 | |
| SEW-ResNet50Params (M)=23.5162026.05 | 76.2 | |
| SpikingVGG9Params (M)=31.6052026.05 | 75.93 | |
| SpikingLeNetParams (M)=4.1922026.05 | 73.67 | |
| ResNet101Params (M)=42.5082026.05 | 72.64 | |
| ResNet18Params (M)=11.1742026.05 | 71.94 | |
| ResNet50Params (M)=23.5162026.05 | 71.84 | |
| SpikingVGG16Params (M)=70.3152026.05 | 70.65 | |
| VGG9Params (M)=31.6052026.05 | 69.36 | |
| CNN-GRUParams (M)=0.4632026.05 | 67.8 | |
| MLPParams (M)=4.3272026.05 | 66.51 | |
| VGG16Params (M)=70.3152026.05 | 65.43 | |
| LeNetParams (M)=4.1922026.05 | 62.36 | |
| ViTParams (M)=2.1762026.05 | 36.4 | |
| RNNParams (M)=0.0262026.05 | 22.56 | |
| GRUParams (M)=0.0752026.05 | 14.11 | |
| LSTMParams (M)=0.1002026.05 | 13.14 | |
| BiLSTMParams (M)=0.2002026.05 | 12.98 |