Sleep Stage Classification on ISRUC-Sleep
86.34F1 (Wake)AttnSleep
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AttnSleepEEG Epoch=12024.04 | 86.34 | 44.16 | 79.07 | 85.38 | 81.48 | 78.89 | 75.29 | |
| NeuroNet-BEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Base2024.04 | 85.08 | 42.11 | 76.84 | 85.74 | 71.04 | 76.47 | 72.16 | |
| IITNetEEG Epoch=102024.04 | 84.63 | 37.52 | 78.68 | 85.15 | 79.17 | 77.1 | 72.89 | |
| U-SleepEEG Epoch=352024.04 | 84.6 | 40.51 | 78.39 | 85.27 | 79.15 | 77.89 | 73.59 | |
| NeuroNet-TEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Tiny2024.04 | 84.51 | 39.4 | 76.15 | 84.68 | 67.63 | 75.12 | 70.47 | |
| NeuroNet-B+TCMEEG Epoch=202024.04 | 84.5 | 46.09 | 77.25 | 86.86 | 72.57 | 77.05 | 73.45 | |
| ContraWREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 84.09 | 40.23 | 73.26 | 82.55 | 71.18 | 74.07 | 70.26 | |
| Barlow TwinsEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 83.84 | 40.02 | 71.24 | 78.65 | 68.68 | 72.23 | 68.49 | |
| NeuroNet-T+TCMEEG Epoch=202024.04 | 83.75 | 44.73 | 77.5 | 86.61 | 72.04 | 76.79 | 72.93 | |
| BYOLEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 82.3 | 40.62 | 70.42 | 77.48 | 67.76 | 71.22 | 67.72 | |
| SimCLREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 82.24 | 39.41 | 69.38 | 78.43 | 68.31 | 70.98 | 67.55 | |
| Data2VecEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 82.22 | 36.59 | 73.42 | 83.09 | 60.83 | 71.71 | 67.23 | |
| SimMIMEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 82.05 | 35.75 | 74.43 | 84.13 | 58.79 | 71.64 | 67.03 | |
| MAEEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 81.94 | 36.41 | 74.01 | 83.69 | 58.42 | 71.49 | 66.89 | |
| DeepSleepNetEEG Epoch=252024.04 | 81.55 | 38.25 | 68.9 | 81.17 | 62.17 | 69.84 | 66.41 | |
| SimSiamEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 81.55 | 38.05 | 68.74 | 76.13 | 66.05 | 69.68 | 66.1 | |
| TS-TCCEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 80.91 | 32.06 | 70.13 | 80.27 | 64.17 | 70.17 | 65.51 | |
| mulEEGEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 80.87 | 36.69 | 71.25 | 82.56 | 65.77 | 71.58 | 67.43 | |
| SwAVEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 80.22 | 38.5 | 68 | 75.6 | 66.15 | 68.91 | 65.69 | |
| SleepExpertNetEEG Epoch=202024.04 | 72.59 | 14.25 | 66.61 | 72.69 | 58.05 | 64.89 | 56.84 | |
| BENDREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 52.75 | 13.83 | 72.18 | 78.28 | 55.69 | 64.78 | 54.55 |