EEG Classification on CHB-MIT
80.13B-ACCCBraMod-MTDP 25%
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CBraMod-MTDP 25%Pretrain Dataset (Hours)=22502026.03 | 80.13 | — | 62.27 | 94.96 | |
| RL-BioAugCategory=Composite, Augmentation Strategy=RL-BioAug2026.01 | 76.24 | 71.5 | — | — | |
| CBraMod-MTDP 100%Pretrain Dataset (Hours)=90002026.03 | 75.42 | — | 65.84 | 94.21 | |
| Brain-OF HugeParameters=1.7B2026.02 | 74.87 | — | — | — | |
| Brain-OF LargeParameters=331M2026.02 | 74.12 | — | — | — | |
| Brain-OF BaseParameters=47.5M2026.02 | 73.99 | — | — | — | |
| CBraMod2026.02 | 73.98 | — | — | — | |
| CBraMod 100%Pretrain Dataset (Hours)=90002026.03 | 73.98 | — | 36.89 | 88.92 | |
| CBraMod 25%Pretrain Dataset (Hours)=22502026.03 | 72.52 | — | 40.2 | 89.31 | |
| LaBraM2026.02 | 70.75 | — | — | — | |
| LaBraMPretrain Dataset (Hours)=25002026.03 | 70.75 | — | 32.87 | 86.79 | |
| BIOTPretrain Dataset (Hours)=1222026.03 | 70.68 | — | 32.77 | 87.61 | |
| Crop & ResizeCategory=Single, Augmentation Strategy=Crop & Resize2026.01 | 69.12 | 64.25 | — | — | |
| Time MaskingCategory=Single, Augmentation Strategy=Time Masking2026.01 | 68.5 | 63.15 | — | — | |
| Random SelectionCategory=Composite, Augmentation Strategy=Random Selection2026.01 | 68.05 | 62.7 | — | — | |
| Time PermutationCategory=Single, Augmentation Strategy=Time Permutation2026.01 | 67.45 | 61.8 | — | — | |
| Time FlipCategory=Single, Augmentation Strategy=Time Flip2026.01 | 66.82 | 60.4 | — | — | |
| Time WarpCategory=Single, Augmentation Strategy=Time Warp2026.01 | 65.1 | 58.95 | — | — | |
| CNN-Transformer2026.02 | 63.89 | — | — | — | |
| CNN-TransformerPretrain Dataset (Hours)=02026.03 | 63.89 | — | 24.79 | 86.62 | |
| ContraWR2026.02 | 63.44 | — | — | — | |
| ContraWRPretrain Dataset (Hours)=02026.03 | 63.44 | — | 22.64 | 80.97 | |
| FFCL2026.02 | 62.62 | — | — | — | |
| FFCLPretrain Dataset (Hours)=02026.03 | 62.62 | — | 20.49 | 82.71 | |
| EEGConformerPretrain Dataset (Hours)=02026.03 | 59.76 | — | 22.09 | 82.26 | |
| ST-Transformer2026.02 | 59.15 | — | — | — | |
| ST-TransformerPretrain Dataset (Hours)=02026.03 | 59.15 | — | 14.22 | 82.37 | |
| SPaRCNetPretrain Dataset (Hours)=02026.03 | 58.76 | — | 12.47 | 81.43 | |
| EEGNetPretrain Dataset (Hours)=02026.03 | 56.58 | — | 19.14 | 80.48 | |
| BrainHarmonix-F2026.02 | 56.08 | — | — | — |