# Biomedical Visual Question Answering on RAD-VQA (test)

Source: [Biomedical Visual Question Answering on RAD-VQA (test)](<https://www.sota2.com/research/sota/biomedical-visual-question-answering-on-rad-vqa-test>)

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

Data updated: 2026-02-26T05:39:24.732Z

Evaluation of model performance on the test split of the RAD-VQA dataset for biomedical visual question answering, reporting closed accuracy, open accuracy, BLEU-1, and ROUGE-1 scores.

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 | Biomedical Visual Question Answering |
| Dataset (including any stated split) | RAD-VQA (test) |
| Metric | Closed ACC |
| 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

- [Closed ACC](<https://www.sota2.com/research/sota/biomedical-visual-question-answering-on-rad-vqa-test.md?metric=Closed%20ACC>): Higher is better; unit: PERCENT.

- [Open ACC](<https://www.sota2.com/research/sota/biomedical-visual-question-answering-on-rad-vqa-test.md?metric=Open%20ACC>): Higher is better; unit: PERCENT.

- [BLEU-1](<https://www.sota2.com/research/sota/biomedical-visual-question-answering-on-rad-vqa-test.md?metric=BLEU-1>): Higher is better; unit: SCALAR.

- [ROUGE-1](<https://www.sota2.com/research/sota/biomedical-visual-question-answering-on-rad-vqa-test.md?metric=ROUGE-1>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Closed ACC | Result date | Report paper |
| --- | --- | --- | --- |
| BioD2C | 73.4 | Not recorded | 68fa773c1e209131cea71e51 |
| BiMediX2-8B | 72.5 | Not recorded | 68fa773c1e209131cea71e51 |
| RadFM | 57.7 | Not recorded | 68fa773c1e209131cea71e51 |
| LLaVA-Med-1.5 | 54.7 | Not recorded | 68fa773c1e209131cea71e51 |
| BioMedGPT | 54.5 | Not recorded | 68fa773c1e209131cea71e51 |
| MedVInT-TD | 47.5 | Not recorded | 68fa773c1e209131cea71e51 |

### BioD2C

Closed ACC: 73.4. Result ID: 69947bf03a6c3148491d87bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

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

### BiMediX2-8B

Closed ACC: 72.5. Result ID: 69947bf03a6c3148491d87bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762d1e209131cea6bb09.md>)

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

### RadFM

Closed ACC: 57.7. Result ID: 69947bf03a6c3148491d87bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea5023d.md>)

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

### LLaVA-Med-1.5

Closed ACC: 54.7. Result ID: 69947bf03a6c3148491d87b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

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

### BioMedGPT

Closed ACC: 54.5. Result ID: 69947bf03a6c3148491d87b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c54.md>)

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

### MedVInT-TD

Closed ACC: 47.5. Result ID: 69947bf03a6c3148491d87ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773c1e209131cea71e51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c51e209131cea63b38.md>)

[Implementation](<https://xiaoman-zhang.github.io/PMC-VQA/>)

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

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