fMRI Task Classification on HCP Task fMRI (5 splits)
90.1AccuracyConditional ICA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Conditional ICAClassifier=LDA2021.07 | 90.1 | 90.3 | 90.5 | |
| CovarianceClassifier=LDA2021.07 | 89.5 | 89.4 | 89.5 | |
| OriginalClassifier=LDA2021.07 | 89.3 | 88.9 | 89.1 | |
| Conditional ICAClassifier=LogReg2021.07 | 89 | 88.8 | 89 | |
| GANsClassifier=LDA2021.07 | 87.7 | 87.1 | 87 | |
| CovarianceClassifier=LogReg2021.07 | 87.6 | 87.7 | 87.5 | |
| OriginalClassifier=LogReg2021.07 | 87.4 | 86.9 | 87.3 | |
| CGANsClassifier=LDA2021.07 | 87.4 | 87.5 | 87.2 | |
| CGANsClassifier=LogReg2021.07 | 87.4 | 87.2 | 87.5 | |
| GANsClassifier=LogReg2021.07 | 86.3 | 86.5 | 86.4 | |
| ICAClassifier=LogReg2021.07 | 84 | 83.6 | 83.9 | |
| ICA + CovarianceClassifier=LogReg2021.07 | 84 | 83.9 | 84 | |
| Conditional ICAClassifier=MLP2021.07 | 83.2 | 83.5 | 83.1 | |
| CovarianceClassifier=MLP2021.07 | 81.9 | 82.3 | 82 | |
| ICA + CovarianceClassifier=LDA2021.07 | 81.6 | 81.1 | 81.2 | |
| ICA + CovarianceClassifier=MLP2021.07 | 81.5 | 81.9 | 81.4 | |
| ICAClassifier=LDA2021.07 | 81.4 | 80.9 | 81.3 | |
| ICAClassifier=MLP2021.07 | 80.3 | 80.5 | 80.2 | |
| OriginalClassifier=MLP2021.07 | 77.9 | 78.2 | 77.8 | |
| GANsClassifier=MLP2021.07 | 77.1 | 77.9 | 77.5 | |
| CGANsClassifier=MLP2021.07 | 72.6 | 73.1 | 72.5 |