Classification on ADHD-200 (test)
69.29AccuracyNeuroGraph + 3DSC-TF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NeuroGraph + 3DSC-TFBranch configuration=Joint2026.03 | 69.29 | 72.73 | 69.01 | |
| BrainMVPPre-training=Medical SSL, Backbone=UniFormer2026.05 | 69.26 | 68.72 | 58.41 | |
| 3DSC-TFBranch configuration=Imaging-only2026.03 | 68.65 | 70.92 | 68.42 | |
| NeuroGraph + ViT3D*Branch configuration=Joint2026.03 | 68.13 | 69.7 | 67.25 | |
| From scratch (Swin-B)Pre-training=None, Backbone=Swin-B2026.05 | 67.87 | 64.94 | 56.85 | |
| TACOPre-training=Medical SSL, Backbone=Swin-B2026.05 | 67.53 | 71.14 | 63.82 | |
| BrainPICMCategory=Ours2026.06 | 67.37 | 68.37 | — | |
| NeuroGraph + RAE-ViTBranch configuration=Joint2026.03 | 67.35 | 69.76 | 66.85 | |
| ViT3D*Branch configuration=Imaging-only2026.03 | 66.84 | 66.57 | 64.62 | |
| Swin UNETRPre-training=Medical SSL, Backbone=Swin-B2026.05 | 65.37 | 70.59 | 62.39 | |
| S2DCPre-training=Medical SSL, Backbone=Swin-B2026.05 | 64.94 | 70.34 | 63.06 | |
| DNNBranch configuration=ROI-only2026.03 | 64.77 | 67.73 | 63.4 | |
| RAE-ViTBranch configuration=Imaging-only2026.03 | 64.26 | 63.99 | 61.75 | |
| BrainNetCNNCategory=Supervised2026.06 | 64.24 | 66.79 | — | |
| BrainMassCategory=SSL2026.06 | 64.12 | 66.41 | — | |
| BrainNetTFCategory=Supervised2026.06 | 63.86 | 67.77 | — | |
| From scratch (UNET3D)Pre-training=None, Backbone=UNET3D2026.05 | 63.64 | 55.57 | 38.89 | |
| Com-BrainTFCategory=Supervised2026.06 | 63.51 | 66.69 | — | |
| NeuroGraphBranch configuration=ROI-only2026.03 | 63.48 | 65.51 | 50.25 | |
| BrainHGTCategory=Supervised2026.06 | 63.47 | 67.82 | — | |
| EAG-RSCategory=SSL2026.06 | 62.97 | 66.47 | — | |
| CAGTCategory=Supervised2026.06 | 62.93 | 66.95 | — | |
| EvolvedMaskCategory=SSL2026.06 | 62.92 | 67.11 | — | |
| vanillaTFCategory=Supervised2026.06 | 62.65 | 66.19 | — | |
| MAECategory=SSL2026.06 | 62.01 | 63.79 | — | |
| From scratch (UniFormer)Pre-training=None, Backbone=UniFormer2026.05 | 61.9 | 59.22 | 52.9 | |
| M3AEPre-training=Medical SSL, Backbone=Unet3D2026.05 | 61.47 | 57.33 | 60.95 | |
| TARDRLCategory=SSL2026.06 | 61.37 | 61.33 | — | |
| VoCoPre-training=Medical SSL, Backbone=Swin-B2026.05 | 53.68 | 52.43 | 48.06 | |
| SwinMMPre-training=Medical SSL, Backbone=Swin-B2026.05 | 52.81 | 53.39 | 53.7 |