EEG Signal Classification on MAMEM-SSVEP-II
70.96AccuracyAttSymSpd-LE
Evaluation results
| Method | Links | |
|---|---|---|
| AttSymSpd-LEMetric Type=Log-Euclidean2026.01 | 70.96 | |
| AttSymSpd-LE2026.01 | 70.96 | |
| AttSymSpd-GIMetric Type=G-invariant2026.01 | 67.24 | |
| AttSymSpd-GI2026.01 | 67.24 | |
| GMSF-Net-3BlocksBlocks=3, Size(MB)=1.94, FLOPs (M)=2032.552025.11 | 66.87 | |
| GMSF-Net-1BlockBlocks=1, Size(MB)=1.94, FLOPs (M)=2020.142025.11 | 66.74 | |
| GMSF-Net-2BlocksBlocks=2, Size(MB)=1.94, FLOPs (M)=2021.782025.11 | 66.32 | |
| GDLNetSize(MB)=1.95, FLOPs (M)=2028.342025.11 | 65.52 | |
| MAtt2026.01 | 65.5 | |
| MAtt2026.01 | 65.5 | |
| MATTSize(MB)=1.97, FLOPs (M)=2068.442025.11 | 65.19 | |
| SPDNetBNSize(MB)=2.81, FLOPs (M)=2312.782025.11 | 62.76 | |
| SPDNetSize(MB)=2.81, FLOPs (M)=2274.562025.11 | 62.3 | |
| SCCNet2026.01 | 62.11 | |
| SCCNetSize(MB)=0.55, FLOPs (M)=108.562025.11 | 62.11 | |
| GrNetSize(MB)=1.95, FLOPs (M)=2020.782025.11 | 61.23 | |
| ShallowNet2026.01 | 56.93 | |
| ShallowConvNetSize(MB)=0.18, FLOPs (M)=127.002025.11 | 56.93 | |
| MBEEGSE2026.01 | 56.45 | |
| MBEEGSE2026.01 | 56.45 | |
| MBEEGSESize(MB)=1.64, FLOPs (M)=52.402025.11 | 56.45 | |
| EEG-TCNet2026.01 | 55.45 | |
| EEG-TCNet2026.01 | 55.45 | |
| EEG-TCNetSize(MB)=0.016, FLOPs (M)=60.802025.11 | 55.45 | |
| EEGNet2026.01 | 53.72 | |
| EEGNetSize(MB)=0.075, FLOPs (M)=60.132025.11 | 53.72 | |
| FBCNet2026.01 | 53.09 | |
| FBCNetSize(MB)=0.24, FLOPs (M)=51.802025.11 | 53.09 | |
| TCNet-Fusion2026.01 | 45 |