Cognitive intelligence prediction on HCP (test)
0.41RBrainMT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMT2025.06 | 0.41 | 0.835 | 0.741 | — | |
| SwiFT2025.06 | 0.32 | 0.914 | 0.79 | — | |
| Matrix AutoencoderLabel in Table=Our Framework2021.05 | 0.3 | — | — | 0.69 | |
| Dict. Learn. + ANN2021.05 | 0.29 | — | — | 0.66 | |
| BrainGNN2025.06 | 0.28 | 0.946 | 0.791 | — | |
| TFF2025.06 | 0.27 | 0.957 | 0.798 | — | |
| BrainNetCNN2025.06 | 0.21 | 0.981 | 0.799 | — | |
| BrainNetTF2025.06 | 0.18 | 0.998 | 0.82 | — | |
| XG-Boost2025.06 | 0.14 | 1.004 | 0.831 | — | |
| BrainNetCNN2021.05 | 0.12 | — | — | 0.59 | |
| No DTI dec.2021.05 | 0.11 | — | — | 0.61 | |
| Decoupled2021.05 | 0.1 | — | — | 0.59 | |
| No rs-fMRI dec.2021.05 | 0.07 | — | — | 0.61 |