Cognitive Load Classification on MentalArithmetic (test)
77.43Accuracy (Baseline)CBraMod-MTDP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CBraMod-MTDPPretrain Dataset (Hours)=9000, Pretraining dataset size=100%, Fine-tuning=true2026.03 | 77.43 | 73.3 | 87.37 | |
| CBraMod-MTDPPretrain Dataset (Hours)=2250, Pretraining dataset size=25%, Fine-tuning=true2026.03 | 74.65 | 63.08 | 82.49 | |
| CBraModPretrain Dataset (Hours)=9000, Pretraining dataset size=100%, Fine-tuning=true2026.03 | 72.56 | 62.67 | 79.05 | |
| LaBraMPretrain Dataset (Hours)=2500, Fine-tuning=true2026.03 | 69.09 | 59.99 | 77.21 | |
| BIOTPretrain Dataset (Hours)=122, Fine-tuning=true2026.03 | 68.75 | 60.04 | 75.36 | |
| CBraModPretrain Dataset (Hours)=2250, Pretraining dataset size=25%, Fine-tuning=true2026.03 | 64.24 | 46.91 | 74.94 |