Cognitive Load Classification on Integrated Driving Simulator, fNIRS, and Eye-tracking dataset
99.82AccuracyCNN-LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CNN-LSTMData Modalities=Driving Simulator, fNIRS, and eye-tracking2024.07 | 99.82 | 99.67 | 99.67 | 99.67 | 99.82 | |
| Decision treesData Modalities=Driving Simulator, fNIRS, and eye-tracking2024.07 | 98.04 | 98.04 | 98.04 | 98.04 | 99.19 | |
| k-NNData Modalities=Driving Simulator, fNIRS, and eye-tracking2024.07 | 84.53 | 84.58 | 84.76 | 84.53 | 91.37 | |
| Nearest centroidData Modalities=Driving Simulator, fNIRS, and eye-tracking2024.07 | 56.57 | 55.34 | 57.43 | 56.57 | 72.05 | |
| Naïve BayesData Modalities=Driving Simulator, fNIRS, and eye-tracking2024.07 | 54.27 | 52.59 | 55.39 | 54.27 | 70.29 |