# Geographic Atrophy (GA) conversion prediction on PINNACLE

Source: [Geographic Atrophy (GA) conversion prediction on PINNACLE](<https://www.sota2.com/research/sota/geographic-atrophy-ga-conversion-prediction-on-pinnacle>)

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

Data updated: 2026-02-26T05:26:14.255Z

Evaluation of model performance for predicting Geographic Atrophy (GA) conversion using the PINNACLE dataset, measured using 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 | Geographic Atrophy (GA) conversion prediction |
| Dataset (including any stated split) | PINNACLE |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/geographic-atrophy-ga-conversion-prediction-on-pinnacle.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [PRAUC](<https://www.sota2.com/research/sota/geographic-atrophy-ga-conversion-prediction-on-pinnacle.md?metric=PRAUC>): Higher is better; unit: SCALAR.

- [BAcc](<https://www.sota2.com/research/sota/geographic-atrophy-ga-conversion-prediction-on-pinnacle.md?metric=BAcc>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| STAMP | 0.848 | Not recorded | 69535c9853fdd5c36173db32 |
| SiamMAE | 0.833 | Not recorded | 69535c9853fdd5c36173db32 |
| MAE | 0.83 | Not recorded | 69535c9853fdd5c36173db32 |
| CropMAE | 0.818 | Not recorded | 69535c9853fdd5c36173db32 |
| TC | 0.77 | Not recorded | 69535c9853fdd5c36173db32 |
| RSP | 0.769 | Not recorded | 69535c9853fdd5c36173db32 |

### STAMP

AUROC: 0.848. Result ID: 699934c45698665ec49de698.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

### SiamMAE

AUROC: 0.833. Result ID: 699934c45698665ec49de695.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

### MAE

AUROC: 0.83. Result ID: 699934c45698665ec49de694.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

### CropMAE

AUROC: 0.818. Result ID: 699934c45698665ec49de696.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

### TC

AUROC: 0.77. Result ID: 699934c45698665ec49de693.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa764b1e209131cea6c319.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

### RSP

AUROC: 0.769. Result ID: 699934c45698665ec49de697.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear evaluation","Time Window":"12 months","Pretraining Dataset":"HARBOR","Validation":"5-folds"}. This record does not assert independent reproduction.

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