# AD conversion prediction on ADNI (1-year window)

Source: [AD conversion prediction on ADNI (1-year window)](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-1-year-window>)

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

Data updated: 2026-02-26T05:26:14.275Z

Evaluation of model performance in predicting Alzheimer's Disease (AD) conversion within a 1-year window using the ADNI 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 (1-year window) |
| Metric | AUROC |
| Unit | SCALAR |
| 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-1-year-window.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [PR AUC](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-1-year-window.md?metric=PR%20AUC>): Higher is better; unit: SCALAR.

- [BACC](<https://www.sota2.com/research/sota/ad-conversion-prediction-on-adni-1-year-window.md?metric=BACC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| STAMP | 0.812 | Not recorded | 69535c9853fdd5c36173db32 |
| RSP | 0.785 | Not recorded | 69535c9853fdd5c36173db32 |
| SiamMAE | 0.775 | Not recorded | 69535c9853fdd5c36173db32 |
| CropMAE | 0.769 | Not recorded | 69535c9853fdd5c36173db32 |
| ImageNet | 0.736 | Not recorded | 69535c9853fdd5c36173db32 |
| yAware | 0.73 | Not recorded | 69535c9853fdd5c36173db32 |
| MAE | 0.721 | Not recorded | 69535c9853fdd5c36173db32 |
| Random init | 0.69 | Not recorded | 69535c9853fdd5c36173db32 |

### STAMP

AUROC: 0.812. Result ID: 699934c45698665ec49de6a0.

[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.

### RSP

AUROC: 0.785. Result ID: 699934c45698665ec49de69f.

[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.

### SiamMAE

AUROC: 0.775. Result ID: 699934c45698665ec49de69d.

[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.

### CropMAE

AUROC: 0.769. Result ID: 699934c45698665ec49de69e.

[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.

### ImageNet

AUROC: 0.736. Result ID: 699934c45698665ec49de69a.

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

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

### yAware

AUROC: 0.73. Result ID: 699934c45698665ec49de69b.

[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.

### MAE

AUROC: 0.721. Result ID: 699934c45698665ec49de69c.

[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.

### Random init

AUROC: 0.69. Result ID: 699934c45698665ec49de699.

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

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

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