Cognitive Load Classification on CL-Drive (LOSO)
83.1Accuracy (LOSO)CogAdapt
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CogAdaptScenario=C2026.05 | 83.1 | 76.8 | 88.9 | — | |
| CogAdaptScenario=B2026.05 | 77 | 70.4 | 81.1 | — | |
| MambaGazeCross-validation strategy=LOSO2026.05 | 73.1 | — | — | 47.8 | |
| ECG-LightCNN2026.05 | 70 | 60.7 | 70.7 | — | |
| ResNetCross-validation strategy=LOSO2026.05 | 69 | — | — | 60.6 | |
| VGGCross-validation strategy=LOSO2026.05 | 68.5 | — | — | 62.8 | |
| CogAdaptScenario=A2026.05 | 66.5 | 57.8 | 70.5 | — | |
| Transformer2026.05 | 61.1 | 54.1 | 60.4 | — |