# Staging & Diagnosis on GAMMA n=20 (test)

Source: [Staging & Diagnosis on GAMMA n=20 (test)](<https://www.sota2.com/research/sota/staging-and-diagnosis-on-gamma-n-20-test>)

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

Data updated: 2026-02-26T05:36:36.550Z

Evaluation of Staging and Diagnosis performance on the test split of the GAMMA n=20 dataset, measured using metrics such as BAcc, AUROC, and AP.

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 | Staging & Diagnosis |
| Dataset (including any stated split) | GAMMA n=20 (test) |
| Metric | BAcc |
| 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

- [BAcc](<https://www.sota2.com/research/sota/staging-and-diagnosis-on-gamma-n-20-test.md?metric=BAcc>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/staging-and-diagnosis-on-gamma-n-20-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/staging-and-diagnosis-on-gamma-n-20-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BAcc | Result date | Report paper |
| --- | --- | --- | --- |
| RetFiner-U | 60 | Not recorded | 68fa79b51e209131cea7f063 |
| RetFiner-V | 59.4 | Not recorded | 68fa79b51e209131cea7f063 |
| RetFiner-R | 58.9 | Not recorded | 68fa79b51e209131cea7f063 |
| UrFound | 57 | Not recorded | 68fa79b51e209131cea7f063 |
| RETFound | 54.7 | Not recorded | 68fa79b51e209131cea7f063 |
| VisionFM | 53.6 | Not recorded | 68fa79b51e209131cea7f063 |

### RetFiner-U

BAcc: 60. Result ID: 698b5a687a967eddb76ddf0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Implementation](<https://github.com/ronnief1/RetFiner>)

Recorded evaluation configuration: {"Protocol":"Linear probing","Base Model":"UrFound"}. This record does not assert independent reproduction.

### RetFiner-V

BAcc: 59.4. Result ID: 698b5a687a967eddb76ddf0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Implementation](<https://github.com/ronnief1/RetFiner>)

Recorded evaluation configuration: {"Protocol":"Linear probing","Base Model":"VisionFM"}. This record does not assert independent reproduction.

### RetFiner-R

BAcc: 58.9. Result ID: 698b5a687a967eddb76ddf0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

[Implementation](<https://github.com/ronnief1/RetFiner>)

Recorded evaluation configuration: {"Protocol":"Linear probing","Base Model":"RETFound"}. This record does not assert independent reproduction.

### UrFound

BAcc: 57. Result ID: 698b5a687a967eddb76ddf08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

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

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

### RETFound

BAcc: 54.7. Result ID: 698b5a687a967eddb76ddf07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

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

### VisionFM

BAcc: 53.6. Result ID: 698b5a687a967eddb76ddf09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79b51e209131cea7f063.md>)

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

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