Binary Classification (ASD vs HC) on ABIDE (test)
86.4AccuracyRTGMFF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RTGMFFMethod Category=Proposed Method2025.09 | 86.4 | 86 | 84.5 | 87.5 | |
| KMGCNMethod Category=Task-Specific Method2025.09 | 84.7 | 82.4 | 83.6 | 81.3 | |
| A-GCLMethod Category=Task-Specific Method2025.09 | 82.9 | 83.1 | 82.4 | 83.7 | |
| MM-GTUNetsTraceability=Disabled2026.01 | 82 | 88.7 | 84.4 | 79.1 | |
| MM-GTUNets + FG-TracTraceability=Enabled2026.01 | 82 | 88.7 | 85.4 | 78 | |
| Com-BrainTFMethod Category=Task-Specific Method2025.09 | 81.3 | 77.6 | 79.9 | 75.2 | |
| GBTMethod Category=Task-Specific Method2025.09 | 78 | 78.4 | 79.5 | 77.3 | |
| MMGLTraceability=Disabled2026.01 | 76.98 | 80.33 | 78.78 | 74.61 | |
| GATETraceability=Disabled2026.01 | 76.56 | 74.06 | 75.54 | 72.63 | |
| Swin TransformerMethod Category=Universal Method2025.09 | 76 | 75.8 | 74.2 | 77.5 | |
| MCPATSMethod Category=Task-Specific Method2025.09 | 76 | 76 | 73.2 | 78.7 | |
| BNTMethod Category=Task-Specific Method2025.09 | 75.9 | 71.3 | 72.9 | 69.8 | |
| ResNet-50Method Category=Universal Method2025.09 | 72.2 | 71.8 | 68 | 75.6 | |
| BrainGNNTraceability=Disabled2026.01 | 71.3 | 72.73 | 71.64 | 70.26 | |
| VGG16Method Category=Universal Method2025.09 | 71.3 | 71 | 73 | 69.1 | |
| BrainSCLK (number of subtypes)=3, validation_method=five-fold cross-validation2026.03 | 71.3 | 75.9 | 61.9 | 78.2 | |
| SDBDvalidation_method=five-fold cross-validation2026.03 | 70.4 | 69.3 | 62 | 71.9 | |
| BrainSCL-tdescription=single-view subtype clustering using clinical text semantics, validation_method=five-fold cross-validation2026.03 | 70.3 | 74.9 | 59.8 | 77.9 | |
| BrainSCL-gdescription=single-view subtype clustering using brain graph structures, validation_method=five-fold cross-validation2026.03 | 70.1 | 73.9 | 62.5 | 75.8 | |
| BrainSCL-cldescription=supervised contrastive learning baseline, validation_method=five-fold cross-validation2026.03 | 70 | 74.7 | 58.6 | 78 | |
| MVS-GCNvalidation_method=five-fold cross-validation2026.03 | 69.9 | 69.1 | 70.2 | 63.1 | |
| BrainSCLK (number of subtypes)=2, validation_method=five-fold cross-validation2026.03 | 69.9 | 74.2 | 60.7 | 76.7 | |
| BrainSCL-mdescription=subtype prototype graphs by averaging samples, validation_method=five-fold cross-validation2026.03 | 69.7 | 74.9 | 60.9 | 76.3 | |
| BrainSCLK (number of subtypes)=4, validation_method=five-fold cross-validation2026.03 | 69.5 | 73.5 | 58.6 | 77.5 | |
| BrainGNNMethod Category=Task-Specific Method2025.09 | 69.3 | 69.8 | 66.8 | 72.7 | |
| ASD-DiagNetvalidation_method=five-fold cross-validation2026.03 | 68.3 | 67.8 | 60.3 | 67.8 | |
| BrainTGLvalidation_method=five-fold cross-validation2026.03 | 67.8 | 67.6 | 62.2 | 72.9 | |
| DSAMvalidation_method=five-fold cross-validation2026.03 | 67.6 | 65.4 | 62.4 | 66.9 | |
| SCDAMethod Category=Task-Specific Method2025.09 | 67.5 | 67.6 | 68.4 | 66.8 | |
| BrainNetCNNMethod Category=Task-Specific Method2025.09 | 67.3 | 66.9 | 63.3 | 70.5 | |
| BrainGSLvalidation_method=five-fold cross-validation2026.03 | 67.3 | 66.9 | 64.4 | 69.4 | |
| BrainSCL-sdescription=supervised baseline without contrastive learning, validation_method=five-fold cross-validation2026.03 | 65.6 | 64.2 | 52.5 | 69.3 | |
| GroupINNvalidation_method=five-fold cross-validation2026.03 | 63.9 | 63.2 | 61.5 | 57.4 | |
| BrainGBMethod Category=Task-Specific Method2025.09 | 63.2 | 62 | 63.8 | 60.1 | |
| MLPMethod Category=Universal Method2025.09 | 62.9 | 63.1 | 64.8 | 61.4 | |
| RGTNetvalidation_method=five-fold cross-validation2026.03 | 62 | 66.1 | 63.7 | 60.1 | |
| ST-GCNvalidation_method=five-fold cross-validation2026.03 | 57.3 | 51.7 | 54.8 | 48.9 |