# Medical Visual Question Answering on VQA-RAD cross-domain

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

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

Data updated: 2026-02-26T05:33:10.561Z

Evaluation of model performance on the cross-domain split of the VQA-RAD dataset for medical visual question answering, reporting general 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-RAD cross-domain |
| Metric | Accuracy |
| Unit | SCALAR |
| 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

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

- [Drop](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-vqa-rad-cross-domain.md?metric=Drop>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Robust-MMR | 0.789 | Not recorded | 699bdf1909c33900fcd804ee |
| Robust-MMR | 0.789 | Not recorded | 699bdf1909c33900fcd804ee |
| CPRD | 0.751 | Not recorded | 699bdf1909c33900fcd804ee |
| CPRD | 0.751 | Not recorded | 699bdf1909c33900fcd804ee |
| MEVF | 0.738 | Not recorded | 699bdf1909c33900fcd804ee |
| MEVF | 0.738 | Not recorded | 699bdf1909c33900fcd804ee |
| BAN | 0.72 | Not recorded | 699bdf1909c33900fcd804ee |
| BAN | 0.72 | Not recorded | 699bdf1909c33900fcd804ee |
| SAN | 0.713 | Not recorded | 699bdf1909c33900fcd804ee |
| MFB | 0.684 | Not recorded | 699bdf1909c33900fcd804ee |

### Robust-MMR

Accuracy: 0.789. Result ID: 699cde6b5698665ec47f22b3.

[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":"cross-domain"}. This record does not assert independent reproduction.

### Robust-MMR

Accuracy: 0.789. Result ID: 699cde6b5698665ec47f22cf.

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

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

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

### CPRD

Accuracy: 0.751. Result ID: 699cde6b5698665ec47f22b2.

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

Recorded evaluation configuration: {"evaluation\_setting":"cross-domain"}. This record does not assert independent reproduction.

### CPRD

Accuracy: 0.751. Result ID: 699cde6b5698665ec47f22ce.

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

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

### MEVF

Accuracy: 0.738. Result ID: 699cde6b5698665ec47f22b1.

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

Recorded evaluation configuration: {"evaluation\_setting":"cross-domain"}. This record does not assert independent reproduction.

### MEVF

Accuracy: 0.738. Result ID: 699cde6b5698665ec47f22cd.

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

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

### BAN

Accuracy: 0.72. Result ID: 699cde6b5698665ec47f22b0.

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

Recorded evaluation configuration: {"evaluation\_setting":"cross-domain"}. This record does not assert independent reproduction.

### BAN

Accuracy: 0.72. Result ID: 699cde6b5698665ec47f22cc.

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

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

### SAN

Accuracy: 0.713. Result ID: 699cde6b5698665ec47f22af.

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

Recorded evaluation configuration: {"evaluation\_setting":"cross-domain"}. This record does not assert independent reproduction.

### MFB

Accuracy: 0.684. Result ID: 699cde6b5698665ec47f22ae.

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

Recorded evaluation configuration: {"evaluation\_setting":"cross-domain"}. This record does not assert independent reproduction.

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