# AD Conversion Prediction on ADNI 3-years window

Source: [AD Conversion Prediction on ADNI 3-years window](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-3-years-window>)

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

Data updated: 2026-02-26T05:26:14.299Z

Evaluation of models predicting Alzheimer's Disease conversion using the ADNI 3-years window dataset, assessed using metrics like AUROC, PRAUC, and BACC.

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 | AD conversion prediction |
| Dataset (including any stated split) | ADNI 3-years window |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-3-years-window.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [PR AUC](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-3-years-window.md?metric=PR%20AUC>): Higher is better; unit: PERCENT.

- [BACC](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-3-years-window.md?metric=BACC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| SiamMAE | 78.7 | Not recorded | 69535c9853fdd5c36173db32 |
| STAMP | 77.3 | Not recorded | 69535c9853fdd5c36173db32 |
| CropMAE | 76.4 | Not recorded | 69535c9853fdd5c36173db32 |
| RSP | 73.8 | Not recorded | 69535c9853fdd5c36173db32 |
| yAware | 71.6 | Not recorded | 69535c9853fdd5c36173db32 |
| Random init | 71.3 | Not recorded | 69535c9853fdd5c36173db32 |
| ImageNet | 71.2 | Not recorded | 69535c9853fdd5c36173db32 |
| MAE | 71.2 | Not recorded | 69535c9853fdd5c36173db32 |

### SiamMAE

AUROC: 78.7. Result ID: 699934c45698665ec49de6a5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f6a1e209131cea456e3.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### STAMP

AUROC: 77.3. Result ID: 699934c45698665ec49de6a8.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### CropMAE

AUROC: 76.4. Result ID: 699934c45698665ec49de6a6.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77051e209131cea708a9.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### RSP

AUROC: 73.8. Result ID: 699934c45698665ec49de6a7.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61b53.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### yAware

AUROC: 71.6. Result ID: 699934c45698665ec49de6a3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a261e209131cea265c6.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### Random init

AUROC: 71.3. Result ID: 699934c45698665ec49de6a1.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### ImageNet

AUROC: 71.2. Result ID: 699934c45698665ec49de6a2.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

### MAE

AUROC: 71.2. Result ID: 699934c45698665ec49de6a4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9853fdd5c36173db32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Protocol":"Linear evaluation"}. This record does not assert independent reproduction.

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