# Diabetic Retinopathy Classification on MESSIDOR-2

Source: [Diabetic Retinopathy Classification on MESSIDOR-2](<https://www.sota2.com/research/sota/diabetic-retinopathy-classification-on-messidor-2>)

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

Data updated: 2026-02-26T05:26:03.098Z

Evaluation of Diabetic Retinopathy Classification performance on the MESSIDOR-2 dataset, measured using AUROC and AUPRC.

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 | Diabetic Retinopathy Classification |
| Dataset (including any stated split) | MESSIDOR-2 |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/diabetic-retinopathy-classification-on-messidor-2.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [AUPRC](<https://www.sota2.com/research/sota/diabetic-retinopathy-classification-on-messidor-2.md?metric=AUPRC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| RET-CLIP | 0.951 | Not recorded | 68fa78991e209131cea793ae |
| UrFound | 0.882 | Not recorded | 68fa78991e209131cea793ae |
| PRETI | 0.866 | Not recorded | 68fa78991e209131cea793ae |
| RETFound | 0.864 | Not recorded | 68fa78991e209131cea793ae |
| PRETI | 0.862 | Not recorded | 68fa78991e209131cea793ae |
| MAE | 0.842 | Not recorded | 68fa78991e209131cea793ae |
| FLAIR | 0.819 | Not recorded | 68fa78991e209131cea793ae |

### RET-CLIP

AUROC: 0.951. Result ID: 699593f13badfaffe68e7015.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa747e1e209131cea61eae.md>)

Recorded evaluation configuration: {"Supervision Type":"Report Supervision"}. This record does not assert independent reproduction.

### UrFound

AUROC: 0.882. Result ID: 699593f13badfaffe68e7014.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74721e209131cea61d9f.md>)

Recorded evaluation configuration: {"Supervision Type":"Report Supervision"}. This record does not assert independent reproduction.

### PRETI

AUROC: 0.866. Result ID: 699593f13badfaffe68e7019.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Implementation](<https://github.com/MICV-yonsei/PRETI>)

Recorded evaluation configuration: {"Supervision Type":"Non-report Supervision","Backbone":"ViT-B"}. This record does not assert independent reproduction.

### RETFound

AUROC: 0.864. Result ID: 699593f13badfaffe68e7017.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

Recorded evaluation configuration: {"Supervision Type":"Non-report Supervision"}. This record does not assert independent reproduction.

### PRETI

AUROC: 0.862. Result ID: 699593f13badfaffe68e7018.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Implementation](<https://github.com/MICV-yonsei/PRETI>)

Recorded evaluation configuration: {"Supervision Type":"Non-report Supervision","Backbone":"ViT-S"}. This record does not assert independent reproduction.

### MAE

AUROC: 0.842. Result ID: 699593f13badfaffe68e7016.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

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

Recorded evaluation configuration: {"Supervision Type":"Non-report Supervision"}. This record does not assert independent reproduction.

### FLAIR

AUROC: 0.819. Result ID: 699593f13badfaffe68e7013.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78991e209131cea793ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6e058.md>)

Recorded evaluation configuration: {"Supervision Type":"Report Supervision"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.