Sleep Stage Classification on ISRUC
79.41Balanced AccuracyCBraMod-MTDP 25%
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CBraMod-MTDP 25%Pretrain Dataset (Hours)=22502026.03 | 79.41 | 75.54 | 80.87 | |
| CBraMod-MTDP 100%Pretrain Dataset (Hours)=90002026.03 | 79.38 | 75.12 | 80.49 | |
| CBraMod 100%Pretrain Dataset (Hours)=90002026.03 | 78.65 | 74.42 | 80.11 | |
| CBraMod 25%Pretrain Dataset (Hours)=22502026.03 | 77.19 | 73.97 | 79.58 | |
| LaBraMPretrain Dataset (Hours)=25002026.03 | 76.33 | 72.31 | 78.1 | |
| BIOTPretrain Dataset (Hours)=1222026.03 | 75.27 | 71.92 | 77.9 | |
| SPaRCNetPretrain Dataset (Hours)=02026.03 | 74.87 | 70.97 | 76.24 | |
| ContraWRPretrain Dataset (Hours)=02026.03 | 74.02 | 71.78 | 76.1 | |
| EEGConformerPretrain Dataset (Hours)=02026.03 | 74 | 71.43 | 76.34 | |
| ST-TransformerPretrain Dataset (Hours)=02026.03 | 73.81 | 70.13 | 76.81 | |
| CNN-TransformerPretrain Dataset (Hours)=02026.03 | 73.63 | 71.29 | 77.19 | |
| FFCLPretrain Dataset (Hours)=02026.03 | 72.77 | 70.16 | 76.14 | |
| EEGNetPretrain Dataset (Hours)=02026.03 | 71.54 | 70.4 | 75.13 |