ASD Classification on Biopoint
79.1AccuracyBrainSimSiam
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BrainSimSiamExperimental setting=SSL + MLP Probe, Masking=true2026.05 | 79.1 | 84.3 | 81.3 | |
| BrainSimSiamExperimental setting=SSL + MLP Probe, Masking=false2026.05 | 76.8 | 82.3 | 80.1 | |
| BrainSimSiamExperimental setting=SSL + End-to-End, Masking=true2026.05 | 72.1 | 81.1 | 68.8 | |
| CGL-CNNExperimental setting=SSL + End-to-End2026.05 | 69.5 | 79.1 | 65.2 | |
| BrainSimSiamExperimental setting=SSL + End-to-End, Masking=false2026.05 | 68.8 | 79.4 | 67.3 | |
| CGL-CNNExperimental setting=SSL + MLP Probe2026.05 | 68.1 | 74.5 | 76.6 | |
| GAT-CNNExperimental setting=Supervised2026.05 | 66.1 | 69.9 | 69.4 | |
| CGLExperimental setting=SSL + End-to-End2026.05 | 66 | 78.7 | 58.6 | |
| SAGE-CNNExperimental setting=Supervised2026.05 | 65.5 | 70.3 | 62 | |
| GCN-CNNExperimental setting=Supervised2026.05 | 64.6 | 64 | 58.9 | |
| CGLExperimental setting=SSL + MLP Probe2026.05 | 59.8 | 68.9 | 57.1 |