Binary Classification on Single-site clinical dataset (HC vs. MDD)
76.8AccuracyBrainSCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainSCLK (number of subtypes)=3, validation_method=five-fold cross-validation2026.03 | 76.8 | 82.1 | 68.1 | 83.3 | |
| BrainSCLK (number of subtypes)=2, validation_method=five-fold cross-validation2026.03 | 76.1 | 80 | 65.6 | 84.5 | |
| BrainSCL-mdescription=subtype prototype graphs by averaging samples, validation_method=five-fold cross-validation2026.03 | 75.8 | 78 | 67.2 | 80.2 | |
| BrainSCL-gdescription=single-view subtype clustering using brain graph structures, validation_method=five-fold cross-validation2026.03 | 75.6 | 80.6 | 64.1 | 84.1 | |
| SDBDvalidation_method=five-fold cross-validation2026.03 | 74.8 | 73.3 | 60.4 | 72.2 | |
| BrainSCLK (number of subtypes)=4, validation_method=five-fold cross-validation2026.03 | 74.5 | 79 | 67.4 | 79.9 | |
| DSAMvalidation_method=five-fold cross-validation2026.03 | 74.2 | 73.3 | 71.5 | 78.6 | |
| BrainTGLvalidation_method=five-fold cross-validation2026.03 | 73.2 | 68.9 | 70.2 | 78 | |
| BrainGSLvalidation_method=five-fold cross-validation2026.03 | 72.9 | 72.3 | 59.5 | 81.9 | |
| BrainSCL-cldescription=supervised contrastive learning baseline, validation_method=five-fold cross-validation2026.03 | 72.6 | 79 | 62.8 | 79.8 | |
| BrainSCL-tdescription=single-view subtype clustering using clinical text semantics, validation_method=five-fold cross-validation2026.03 | 72.6 | 79.1 | 66.5 | 77.7 | |
| BrainSCL-sdescription=supervised baseline without contrastive learning, validation_method=five-fold cross-validation2026.03 | 69.4 | 68.4 | 61.5 | 75.2 | |
| MVS-GCNvalidation_method=five-fold cross-validation2026.03 | 68.3 | 68.2 | 63.8 | 61.2 | |
| ASD-DiagNetvalidation_method=five-fold cross-validation2026.03 | 68.2 | 66.7 | 60.2 | 74.3 | |
| GroupINNvalidation_method=five-fold cross-validation2026.03 | 66.8 | 65.3 | 63.1 | 65.8 | |
| RGTNetvalidation_method=five-fold cross-validation2026.03 | 63.9 | 65.6 | 44 | 77.9 | |
| ST-GCNvalidation_method=five-fold cross-validation2026.03 | 58.1 | 52.3 | 53.3 | 55.1 |