# Disorder Diagnosis (HC vs. ASD) on ABIDE (NYU site)

Source: [Disorder Diagnosis (HC vs. ASD) on ABIDE (NYU site)](<https://www.sota2.com/research/sota/disorder-diagnosis-hc-vs-asd-on-abide-nyu-site>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-23T10:24:06.200Z

Evaluation of diagnostic performance (Healthy Control vs. Autism Spectrum Disorder) using data sourced specifically from the NYU site of the ABIDE dataset, reporting Accuracy (ACC) and AUC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Disorder Diagnosis (HC vs. ASD) |
| Dataset (including any stated split) | ABIDE (NYU site) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/disorder-diagnosis-hc-vs-asd-on-abide-nyu-site.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/disorder-diagnosis-hc-vs-asd-on-abide-nyu-site.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| KD-Brain | 78.7 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| KD-Brain | 77.3 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| KD-Brain | 76.8 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| KD-Brain | 74 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| KD-Brain | 73.7 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| KD-Brain | 73.4 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| CAGT | 73.2 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| BNT | 71.9 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| MVS-GCN | 71.4 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| STAGIN | 71.1 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| Com-BrainTF | 71 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| SVM-RFE | 69.4 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| MDGL | 67.1 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| FNDL | 66.9 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| EAG-RS | 64.9 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| BrainGNN | 64.4 | Not recorded | 69c0c9020636e5bf4afc3b64 |
| HeBrainGNN | 63.4 | Not recorded | 69c0c9020636e5bf4afc3b64 |

### KD-Brain

Accuracy: 78.7. Result ID: 69c1147247f34ce924a92353.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Hyperparameter q":"2"}. This record does not assert independent reproduction.

### KD-Brain

Accuracy: 77.3. Result ID: 69c1147247f34ce924a92352.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Hyperparameter q":"1"}. This record does not assert independent reproduction.

### KD-Brain

Accuracy: 76.8. Result ID: 69c1147247f34ce924a92354.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Hyperparameter q":"3"}. This record does not assert independent reproduction.

### KD-Brain

Accuracy: 74. Result ID: 69c1147247f34ce924a92357.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Ablation Components":"w/o Lpmc"}. This record does not assert independent reproduction.

### KD-Brain

Accuracy: 73.7. Result ID: 69c1147247f34ce924a92355.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Knowledge Distillation Strategy":"SSIL -\> GAT"}. This record does not assert independent reproduction.

### KD-Brain

Accuracy: 73.4. Result ID: 69c1147247f34ce924a92356.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: {"Ablation Components":"w/o Hsp"}. This record does not assert independent reproduction.

### CAGT

Accuracy: 73.2. Result ID: 69c1147247f34ce924a92351.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BNT

Accuracy: 71.9. Result ID: 69c1147247f34ce924a9234f.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dac1e209131cea3b62a.md>)

[Implementation](<https://github.com/Wayfear/BrainNetworkTransformer>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MVS-GCN

Accuracy: 71.4. Result ID: 69c1147247f34ce924a9234c.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STAGIN

Accuracy: 71.1. Result ID: 69c1147247f34ce924a9234a.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f221e209131ce9e7c9d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Com-BrainTF

Accuracy: 71. Result ID: 69c1147247f34ce924a92350.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f451e209131ce9e896f.md>)

[Implementation](<https://github.com/ubc-tea/Com-BrainTF>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SVM-RFE

Accuracy: 69.4. Result ID: 69c1147247f34ce924a92347.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MDGL

Accuracy: 67.1. Result ID: 69c1147247f34ce924a92349.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FNDL

Accuracy: 66.9. Result ID: 69c1147247f34ce924a92348.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f3a1e209131ce9e869f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EAG-RS

Accuracy: 64.9. Result ID: 69c1147247f34ce924a9234e.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d01e209131cea4d5cf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BrainGNN

Accuracy: 64.4. Result ID: 69c1147247f34ce924a9234b.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HeBrainGNN

Accuracy: 63.4. Result ID: 69c1147247f34ce924a9234d.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9020636e5bf4afc3b64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f371e209131ce9e8513.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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