Disease Classification2012en
Autism Brain Imaging Data Exchange I
1,112 resting-state fMRI datasets from 539 individuals with autism spectrum disorder (ASD) and 573 typically developing controls across 17 international sites. Multi-site neuroimaging data for autism classification and biomarker discovery.
Current State of the Art
Plymouth DL Model
Research
98
accuracy
Top Models Performance Comparison
Top 10 models ranked by accuracy
Best Score
98.0
Top Model
Plymouth DL Model
Models Compared
10
Score Range
26.0
accuracyPrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | Plymouth DL ModelOpen Source Research | 98 | Dec 2025 | |
| 2 | MCBERTOpen Source Research | 93.4 | Dec 2025 | |
| 3 | AE-FCNOpen Source Research | 85 | Dec 2025 | |
| 4 | Multi-Atlas DNNOpen Source Research | 78.07 | Dec 2025 | |
| 5 | ASD-SWNetOpen Source Research | 76.52 | Dec 2025 | |
| 6 | MAACNNOpen Source Research | 75.12 | Dec 2025 | |
| 7 | AL-NegatOpen Source Research | 74.7 | Dec 2025 | |
| 8 | BrainGNNOpen Source Research | 73.3 | Dec 2025 | |
| 9 | GCNOpen Source Research | 72.2 | Dec 2025 | |
| 10 | Multi-Task TransformerOpen Source Research | 72 | Dec 2025 | |
| 11 | PHGCL-DDGFormerOpen Source Research | 70.9 | Dec 2025 | |
| 12 | SVM with Connectivity FeaturesOpen Source Research | 70.1 | Dec 2025 | |
| 13 | Deep Learning (Heinsfeld)Open Source Research | 70 | Dec 2025 | |
| 14 | MVS-GCNOpen Source Research | 69.38 | Dec 2025 | |
| 15 | Abraham ConnectomesOpen Source Research | 67 | Dec 2025 | |
| 16 | Random ForestOpen Source Baseline | 63 | Dec 2025 |
auc
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | ASD-SWNetOpen Source Research | 81 | Dec 2025 | |
| 2 | BrainGTOpen Source Research | 78.7 | Dec 2025 | |
| 3 | GCNOpen Source Research | 78 | Dec 2025 | |
| 4 | SVM with Connectivity FeaturesOpen Source Research | 77 | Dec 2025 | |
| 5 | MVS-GCNOpen Source Research | 69.01 | Dec 2025 |