# Classification on RSNA (AUROC, Accuracy, F1)

Source: [Classification on RSNA (AUROC, Accuracy, F1)](<https://www.sota2.com/research/sota/classification-on-rsna-auroc-accuracy-f1>)

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

Data updated: 2026-05-26T07:17:58.858Z

Evaluation of Classification performance on the RSNA dataset, reporting AUROC, Accuracy, and F1-score.

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 | Classification |
| Dataset (including any stated split) | RSNA |
| Metric | AUROC |
| 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

- [AUROC](<https://www.sota2.com/research/sota/classification-on-rsna-auroc-accuracy-f1.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/classification-on-rsna-auroc-accuracy-f1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-rsna-auroc-accuracy-f1.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| GazeWorld | 62.84 | Not recorded | 6a152902dbd7150506f7ddd4 |
| GLoRIA | 60.77 | Not recorded | 6a152902dbd7150506f7ddd4 |
| MGCA | 59.19 | Not recorded | 6a152902dbd7150506f7ddd4 |
| MedCLIP | 58.08 | Not recorded | 6a152902dbd7150506f7ddd4 |
| EGMA | 57.46 | Not recorded | 6a152902dbd7150506f7ddd4 |
| CLIP | 21.67 | Not recorded | 6a152902dbd7150506f7ddd4 |

### GazeWorld

AUROC: 62.84. Result ID: 6a1548f9fbc373592c0c34d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### GLoRIA

AUROC: 60.77. Result ID: 6a1548f9fbc373592c0c34d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MGCA

AUROC: 59.19. Result ID: 6a1548f9fbc373592c0c34d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ae0a.md>)

[Implementation](<https://github.com/fuying-wang/MGCA>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MedCLIP

AUROC: 58.08. Result ID: 6a1548f9fbc373592c0c34d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b45b.md>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### EGMA

AUROC: 57.46. Result ID: 6a1548f9fbc373592c0c34d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a61e209131cea5daca.md>)

[Implementation](<https://github.com/Momarky/EGMA>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### CLIP

AUROC: 21.67. Result ID: 6a1548f9fbc373592c0c34d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a152902dbd7150506f7ddd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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