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.

Metrics:accuracy, auc, sensitivity, specificity
Paper / WebsiteDownload
Current State of the Art

Plymouth DL Model

Research

98

accuracy

Top Models Performance Comparison

Top 10 models ranked by accuracy

accuracy1Plymouth DL Model98.0100.0%2MCBERT93.495.3%3AE-FCN85.086.7%4Multi-Atlas DNN78.179.7%5ASD-SWNet76.578.1%6MAACNN75.176.7%7AL-Negat74.776.2%8BrainGNN73.374.8%9GCN72.273.7%10Multi-Task Transformer72.073.5%0%25%50%75%100%% of best
Best Score
98.0
Top Model
Plymouth DL Model
Models Compared
10
Score Range
26.0

accuracyPrimary

#ModelScorePaper / CodeDate
1
Plymouth DL ModelOpen Source
Research
98Dec 2025
2
MCBERTOpen Source
Research
93.4Dec 2025
3
AE-FCNOpen Source
Research
85Dec 2025
4
Multi-Atlas DNNOpen Source
Research
78.07Dec 2025
5
ASD-SWNetOpen Source
Research
76.52Dec 2025
6
MAACNNOpen Source
Research
75.12Dec 2025
7
AL-NegatOpen Source
Research
74.7Dec 2025
8
BrainGNNOpen Source
Research
73.3Dec 2025
9
GCNOpen Source
Research
72.2Dec 2025
10
Multi-Task TransformerOpen Source
Research
72Dec 2025
11
PHGCL-DDGFormerOpen Source
Research
70.9Dec 2025
12
SVM with Connectivity FeaturesOpen Source
Research
70.1Dec 2025
13
Deep Learning (Heinsfeld)Open Source
Research
70Dec 2025
14
MVS-GCNOpen Source
Research
69.38Dec 2025
15
Abraham ConnectomesOpen Source
Research
67Dec 2025
16
Random ForestOpen Source
Baseline
63Dec 2025

auc

#ModelScorePaper / CodeDate
1
ASD-SWNetOpen Source
Research
81Dec 2025
2
BrainGTOpen Source
Research
78.7Dec 2025
3
GCNOpen Source
Research
78Dec 2025
4
SVM with Connectivity FeaturesOpen Source
Research
77Dec 2025
5
MVS-GCNOpen Source
Research
69.01Dec 2025

Other Disease Classification Datasets

ABIDE I Benchmark - Disease Classification | CodeSOTA