Classification on Single-site clinical dataset HC vs. BD
77.8Accuracy (ACC)BrainSCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainSCLK (number of subtypes)=3, validation_method=five-fold cross-validation2026.03 | 77.8 | 81.5 | 66.9 | 84.1 | |
| BrainSCLK (number of subtypes)=2, validation_method=five-fold cross-validation2026.03 | 76.5 | 79.9 | 59.2 | 86.6 | |
| BrainSCLK (number of subtypes)=4, validation_method=five-fold cross-validation2026.03 | 76.3 | 80.1 | 59.7 | 85.7 | |
| SDBDvalidation_method=five-fold cross-validation2026.03 | 76 | 71.8 | 60.8 | 79.2 | |
| BrainSCL-mdescription=subtype prototype graphs by averaging samples, validation_method=five-fold cross-validation2026.03 | 76 | 78.6 | 66 | 81.3 | |
| BrainSCL-cldescription=supervised contrastive learning baseline, validation_method=five-fold cross-validation2026.03 | 75.7 | 79.3 | 63.3 | 82.9 | |
| BrainSCL-tdescription=single-view subtype clustering using clinical text semantics, validation_method=five-fold cross-validation2026.03 | 75.5 | 81 | 60.6 | 84 | |
| BrainSCL-gdescription=single-view subtype clustering using brain graph structures, validation_method=five-fold cross-validation2026.03 | 75.5 | 80.2 | 61.3 | 83.7 | |
| DSAMvalidation_method=five-fold cross-validation2026.03 | 75.4 | 75.3 | 63.7 | 82.4 | |
| BrainGSLvalidation_method=five-fold cross-validation2026.03 | 73.6 | 69.5 | 59.2 | 79.9 | |
| ASD-DiagNetvalidation_method=five-fold cross-validation2026.03 | 73.3 | 70.1 | 58.5 | 79.6 | |
| BrainSCL-sdescription=supervised baseline without contrastive learning, validation_method=five-fold cross-validation2026.03 | 73.3 | 71.7 | 64.1 | 79.3 | |
| BrainTGLvalidation_method=five-fold cross-validation2026.03 | 72 | 70.8 | 76.1 | 73.9 | |
| GroupINNvalidation_method=five-fold cross-validation2026.03 | 67.9 | 63.3 | 62.8 | 67.1 | |
| RGTNetvalidation_method=five-fold cross-validation2026.03 | 67.1 | 71.2 | 53.7 | 75.9 | |
| ST-GCNvalidation_method=five-fold cross-validation2026.03 | 67.1 | 57.5 | 56.6 | 73.5 | |
| MVS-GCNvalidation_method=five-fold cross-validation2026.03 | 66.9 | 64.2 | 62.1 | 73.5 |