# Medical Visual Question Answering on VQA 2019 (test)

Source: [Medical Visual Question Answering on VQA 2019 (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-vqa-2019-test>)

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

Data updated: 2026-02-26T05:54:27.287Z

Evaluation of model performance on the test split of the VQA 2019 dataset for medical visual question answering capabilities, reporting Overall Accuracy.

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 | Medical Visual Question Answering |
| Dataset (including any stated split) | VQA 2019 (test) |
| Metric | Overall Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Overall Accuracy](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-vqa-2019-test.md?metric=Overall%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| M3AE | 79.87 | Not recorded | 68fa6d681e209131cea399ac |
| MEVF-BAN | 77.86 | Not recorded | 68fa6d681e209131cea399ac |
| Robust-MMR | 76.8 | Not recorded | 699bdf1909c33900fcd804ee |
| CPRD | 69.6 | Not recorded | 699bdf1909c33900fcd804ee |
| MEVF-SAN | 68.9 | Not recorded | 68fa6d681e209131cea399ac |
| MEVF | 68.1 | Not recorded | 699bdf1909c33900fcd804ee |
| BAN | 66.3 | Not recorded | 699bdf1909c33900fcd804ee |

### M3AE

Overall Accuracy: 79.87. Result ID: 698f89103a6c314849f9c544.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d681e209131cea399ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d681e209131cea399ac.md>)

[Implementation](<https://github.com/zhjohnchan/M3AE>)

Recorded evaluation configuration: {"vision encoder":"CLIP-ViT-B","language encoder":"RoBERTa-base"}. This record does not assert independent reproduction.

### MEVF-BAN

Overall Accuracy: 77.86. Result ID: 698f89103a6c314849f9c543.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d681e209131cea399ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66791e209131cea1061c.md>)

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

### Robust-MMR

Overall Accuracy: 76.8. Result ID: 699cde6b5698665ec47f22a3.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Perturbed"}. This record does not assert independent reproduction.

### CPRD

Overall Accuracy: 69.6. Result ID: 699cde6b5698665ec47f22a2.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Perturbed"}. This record does not assert independent reproduction.

### MEVF-SAN

Overall Accuracy: 68.9. Result ID: 698f89103a6c314849f9c542.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d681e209131cea399ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66791e209131cea1061c.md>)

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

### MEVF

Overall Accuracy: 68.1. Result ID: 699cde6b5698665ec47f22a1.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Perturbed"}. This record does not assert independent reproduction.

### BAN

Overall Accuracy: 66.3. Result ID: 699cde6b5698665ec47f22a0.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Perturbed"}. This record does not assert independent reproduction.

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