# Classification on ChestX-ray14 Exp. (test)

Source: [Classification on ChestX-ray14 Exp. (test)](<https://www.sota2.com/research/sota/classification-on-chestx-ray14-exp-test>)

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

Data updated: 2026-02-26T05:43:25.536Z

Evaluation of general Classification performance on the test split of the ChestX-ray14 Experimental dataset, measured using 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) | ChestX-ray14 Exp. (test) |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-chestx-ray14-exp-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| VILA-M3 | 51.3 | Not recorded | 68fa773a1e209131cea71cf8 |
| VILA-M3 | 51.3 | Not recorded | 68fa773a1e209131cea71cf8 |
| VILA-M3 | 51.2 | Not recorded | 68fa773a1e209131cea71cf8 |
| Task Spfc. SOTA | 50 | Not recorded | 68fa773a1e209131cea71cf8 |
| VILA-M3 | 48.9 | Not recorded | 68fa773a1e209131cea71cf8 |
| Med-Gemini | 46.7 | Not recorded | 68fa773a1e209131cea71cf8 |

### VILA-M3

F1 Score: 51.3. Result ID: 69946e8d3a6c3148491d33bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

Recorded evaluation configuration: {"Number of Parameters":"3B"}. This record does not assert independent reproduction.

### VILA-M3

F1 Score: 51.3. Result ID: 69946e8d3a6c3148491d33c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

Recorded evaluation configuration: {"Number of Parameters":"40B"}. This record does not assert independent reproduction.

### VILA-M3

F1 Score: 51.2. Result ID: 69946e8d3a6c3148491d33bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

Recorded evaluation configuration: {"Number of Parameters":"13B"}. This record does not assert independent reproduction.

### Task Spfc. SOTA

F1 Score: 50. Result ID: 69946e8d3a6c3148491d33bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VILA-M3

F1 Score: 48.9. Result ID: 69946e8d3a6c3148491d33be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

Recorded evaluation configuration: {"Number of Parameters":"8B"}. This record does not assert independent reproduction.

### Med-Gemini

F1 Score: 46.7. Result ID: 69946e8d3a6c3148491d33bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a5c0.md>)

Recorded evaluation configuration: {"Number of Parameters":"1.5T"}. This record does not assert independent reproduction.

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