# Diabetic Retinopathy (DR) Prediction on in-house dataset (test)

Source: [Diabetic Retinopathy (DR) Prediction on in-house dataset (test)](<https://www.sota2.com/research/sota/diabetic-retinopathy-dr-prediction-on-in-house-dataset-test>)

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

Data updated: 2026-02-26T06:00:22.575Z

Evaluation of Diabetic Retinopathy (DR) Prediction performance on the test split of the proprietary in-house dataset.

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 (DR) Prediction |
| Dataset (including any stated split) | in-house dataset (test) |
| Metric | ROC AUC |
| 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

- [ROC AUC](<https://www.sota2.com/research/sota/diabetic-retinopathy-dr-prediction-on-in-house-dataset-test.md?metric=ROC%20AUC>): Higher is better; unit: SCALAR.

- [PR AUC](<https://www.sota2.com/research/sota/diabetic-retinopathy-dr-prediction-on-in-house-dataset-test.md?metric=PR%20AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ROC AUC | Result date | Report paper |
| --- | --- | --- | --- |
| PRETI | 0.982 | Not recorded | 68fa78991e209131cea793ae |
| PRETI | 0.977 | Not recorded | 68fa78991e209131cea793ae |
| UrFound | 0.971 | Not recorded | 68fa78991e209131cea793ae |
| RETFound | 0.969 | Not recorded | 68fa78991e209131cea793ae |
| MAE | 0.965 | Not recorded | 68fa78991e209131cea793ae |
| RETFound | 0.871 | Not recorded | 68fa78991e209131cea793ae |
| RET-CLIP | 0.857 | Not recorded | 68fa78991e209131cea793ae |

### PRETI

ROC AUC: 0.982. Result ID: 699593f13badfaffe68e703c.

[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: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction.

### PRETI

ROC AUC: 0.977. Result ID: 699593f13badfaffe68e7037.

[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: {"Backbone":"ViT-S","Protocol":"train/test on in-house"}. This record does not assert independent reproduction.

### UrFound

ROC AUC: 0.971. Result ID: 699593f13badfaffe68e703a.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction.

### RETFound

ROC AUC: 0.969. Result ID: 699593f13badfaffe68e7039.

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

Recorded evaluation configuration: {"Backbone":"ViT-L","Protocol":"test on in-house"}. This record does not assert independent reproduction.

### MAE

ROC AUC: 0.965. Result ID: 699593f13badfaffe68e7038.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction.

### RETFound

ROC AUC: 0.871. Result ID: 699593f13badfaffe68e7036.

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

Recorded evaluation configuration: {"Backbone":"ViT-S","Protocol":"train/test on in-house"}. This record does not assert independent reproduction.

### RET-CLIP

ROC AUC: 0.857. Result ID: 699593f13badfaffe68e703b.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction.

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