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Benchmarks
Cognitive load estimation on Cohorts D+E nested-CV v1.0 (Cohort E evaluation)
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0.299
Average Pearson Correlation
PSD
0.01924
0.09187
0.1645
0.23713
Jan 29, 2026
Average Pearson Correlation
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average Pearson Correlation
PSD
Downstream Estimator l...
2026.01
0.299
LaBraM
Downstream Estimator l...
2026.01
0.281
LaBraM
Downstream Estimator l...
2026.01
0.23
LaBraM
Downstream Estimator l...
2026.01
0.201
EEGNet
Downstream Estimator l...
2026.01
0.157
PSD
Downstream Estimator l...
2026.01
0.147
EEGConformer
Downstream Estimator l...
2026.01
0.147
EEGNet
Downstream Estimator l...
2026.01
0.143
PSD
Downstream Estimator l...
2026.01
0.133
CBraMod
Downstream Estimator l...
2026.01
0.133
PSD
Downstream Estimator l...
2026.01
0.12
CBraMod
Downstream Estimator l...
2026.01
0.115
LaBraM
Downstream Estimator l...
2026.01
0.113
EEGConformer
Downstream Estimator l...
2026.01
0.11
CBraMod
Downstream Estimator l...
2026.01
0.108
CBraMod
Downstream Estimator l...
2026.01
0.03
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