# Image Classification on RSNA-Pneumonia 5,337 images (test)

Source: [Image Classification on RSNA-Pneumonia 5,337 images (test)](<https://www.sota2.com/research/sota/image-classification-on-rsna-pneumonia-5-337-images-test>)

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

Data updated: 2026-02-26T05:22:54.372Z

Evaluation of Image Classification performance on the specific test split (5,337 images) of the RSNA Pneumonia dataset, reporting AP 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 | Image Classification |
| Dataset (including any stated split) | RSNA-Pneumonia 5,337 images (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [AP](<https://www.sota2.com/research/sota/image-classification-on-rsna-pneumonia-5-337-images-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/image-classification-on-rsna-pneumonia-5-337-images-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| RadJEPA | 72.7 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| MRM | 71.4 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| RAD-DINO | 71 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| I-JEPA | 70.2 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| RAD-DINO | 69.1 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| CheXzero | 68.9 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| BiomedCLIP | 68.4 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| BioViL-T | 66.8 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| CLIP | 60.1 | Not recorded | 6973007cb2be0ed85a78c9d3 |
| CLIP | 60 | Not recorded | 6973007cb2be0ed85a78c9d3 |

### RadJEPA

AP: 72.7. Result ID: 69979a185698665ec4efde85.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

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

### MRM

AP: 71.4. Result ID: 69979a185698665ec4efde81.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea40752.md>)

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

### RAD-DINO

AP: 71. Result ID: 69979a185698665ec4efde82.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc77.md>)

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

### I-JEPA

AP: 70.2. Result ID: 69979a185698665ec4efde84.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f061e209131cea43581.md>)

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

### RAD-DINO

AP: 69.1. Result ID: 69979a185698665ec4efde83.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc77.md>)

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

### CheXzero

AP: 68.9. Result ID: 69979a185698665ec4efde80.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa425b1e209131ce901aad.md>)

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

### BiomedCLIP

AP: 68.4. Result ID: 69979a185698665ec4efde7f.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db5b.md>)

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

### BioViL-T

AP: 66.8. Result ID: 69979a185698665ec4efde7e.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa45541e209131ce917ce9.md>)

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

### CLIP

AP: 60.1. Result ID: 69979a185698665ec4efde7c.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

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

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

Recorded evaluation configuration: {"Protocol":"Linear probing","Resolution":224}. This record does not assert independent reproduction.

### CLIP

AP: 60. Result ID: 69979a185698665ec4efde7d.

[Reporting paper](<https://www.sota2.com/research/paper/6973007cb2be0ed85a78c9d3.md>)

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

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

Recorded evaluation configuration: {"Protocol":"Linear probing","Resolution":336}. This record does not assert independent reproduction.

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