Efficiency Evaluation on EEG Classification
0.03Forward Latency (ms)SPDNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPDNetParams=1,016, Size (MB)=02026.01 | 0.03 | 0.06 | — | 29.99 | 34,705.78 | |
| EEGNetParams=5,108, Size (MB)=0.022026.01 | 0.53 | 2.46 | — | 80.25 | 369.37 | |
| ShallowNetParams=36,564, Size (MB)=0.142026.01 | 1.75 | 14.2 | — | 271.61 | 15.63 | |
| ATCNetParams=123,892, Size (MB)=0.482026.01 | 1.89 | 6.47 | — | 117.09 | 4.28 | |
| DeepNetParams=336,904, Size (MB)=1.292026.01 | 2.62 | 14.73 | — | 184.21 | 1.13 | |
| Log-Euclidean TransformerParams=827,908, Size (MB)=5.722026.01 | 2.85 | 6.53 | — | 32.45 | 0.42 | |
| BWSPD-TransformerParams=827,908, Size (MB)=5.722026.01 | 3 | 6.54 | — | 26.14 | 0.4 | |
| EEG-ConformerParams=2,733,124, Size (MB)=10.442026.01 | 90.65 | 273.66 | — | 2,936.62 | 0.004 |