# Glaucoma Forecasting on SIGF Augmentation T=5

Source: [Glaucoma Forecasting on SIGF Augmentation T=5](<https://www.sota2.com/research/sota/glaucoma-forecasting-on-sigf-augmentation-t-5>)

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

Data updated: 2026-06-09T10:24:14.906Z

Evaluation of Glaucoma Forecasting performance on the SIGF Augmentation T=5 dataset, reporting Accuracy (ACC), Sensitivity (SEN), Specificity (SPE), 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 | Glaucoma Forecasting |
| Dataset (including any stated split) | SIGF Augmentation T=5 |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/glaucoma-forecasting-on-sigf-augmentation-t-5.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/glaucoma-forecasting-on-sigf-augmentation-t-5.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/glaucoma-forecasting-on-sigf-augmentation-t-5.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/glaucoma-forecasting-on-sigf-augmentation-t-5.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MST-Former | 88.9 | Not recorded | 6a279e5490966ade919bf9b6 |
| DiffSight-Former | 87.9 | Not recorded | 6a279e5490966ade919bf9b6 |
| GLIM-Net | 80.29 | Not recorded | 6a279e5490966ade919bf9b6 |
| Uniformer | 79.03 | Not recorded | 6a279e5490966ade919bf9b6 |
| DeepGF | 66.9 | Not recorded | 6a279e5490966ade919bf9b6 |
| ConvLSTM | 60.23 | Not recorded | 6a279e5490966ade919bf9b6 |

### MST-Former

Accuracy: 88.9. Result ID: 6a27e973fbc373592c2553d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72481e209131cea558cb.md>)

Recorded evaluation configuration: {"Year":"JBHI2025"}. This record does not assert independent reproduction.

### DiffSight-Former

Accuracy: 87.9. Result ID: 6a27e973fbc373592c2553d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

Recorded evaluation configuration: {"Year":"2026"}. This record does not assert independent reproduction.

### GLIM-Net

Accuracy: 80.29. Result ID: 6a27e973fbc373592c2553d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

Recorded evaluation configuration: {"Year":"TMI2023"}. This record does not assert independent reproduction.

### Uniformer

Accuracy: 79.03. Result ID: 6a27e973fbc373592c2553d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755e1e209131cea678c1.md>)

[Implementation](<https://github.com/Sense-X/UniFormer>)

Recorded evaluation configuration: {"Year":"TPAMI2023"}. This record does not assert independent reproduction.

### DeepGF

Accuracy: 66.9. Result ID: 6a27e973fbc373592c2553d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

Recorded evaluation configuration: {"Year":"MICCAI2020"}. This record does not assert independent reproduction.

### ConvLSTM

Accuracy: 60.23. Result ID: 6a27e973fbc373592c2553d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5490966ade919bf9b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f78df.md>)

Recorded evaluation configuration: {"Year":"NeurIPS2015"}. This record does not assert independent reproduction.

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