Interpretable Brain Pattern Discovery on NSD Measured fMRI
30,583Interpretable Pattern Count (> 0.5)SAE+ICA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAE+ICAComponent Strategy=Multiple2025.12 | 30,583 | 1,077 | |
| SAEComponent Strategy=Multiple2025.12 | 30,005 | 1,074 | |
| SAEComponent Strategy=Single2025.12 | 17,242 | 586 | |
| Voxels2025.12 | 5,234 | 355 | |
| PCAComponent Strategy=Single2025.12 | 1,045 | 6 | |
| ICAComponent Strategy=Single2025.12 | 580 | 4 | |
| ICAComponent Strategy=Multiple2025.12 | 424 | 41 | |
| NMFComponent Strategy=Single2025.12 | 27 | 2 | |
| SAE+ICAAggregation strategy=Multiple (Cross-method)2025.12 | 6.1 | 1.2 | |
| SAEAggregation strategy=Multiple2025.12 | 6 | 1.2 | |
| SAEAggregation strategy=Single2025.12 | 5.6 | 1.1 | |
| PCAAggregation strategy=Single2025.12 | 3.4 | 1 | |
| Voxels2025.12 | 3.2 | 0.3 | |
| NMFAggregation strategy=Single2025.12 | 1.3 | 0.3 | |
| ICAAggregation strategy=Single2025.12 | 0.8 | 0.2 | |
| ICAAggregation strategy=Multiple2025.12 | 0.8 | 0.2 |