# Medical Visual Question Answering on VQA-RAD (in-domain)

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

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

Data updated: 2026-02-26T05:33:10.544Z

Evaluation of model performance on the in-domain split of the VQA-RAD dataset for medical visual question answering.

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 (in-domain) |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Robust-MMR | 83.3 | Not recorded | 699bdf1909c33900fcd804ee |
| Robust-MMR | 83.3 | Not recorded | 699bdf1909c33900fcd804ee |
| CPRD | 83.2 | Not recorded | 699bdf1909c33900fcd804ee |
| CPRD | 83.2 | Not recorded | 699bdf1909c33900fcd804ee |
| MEVF | 81.1 | Not recorded | 699bdf1909c33900fcd804ee |
| MEVF | 81.1 | Not recorded | 699bdf1909c33900fcd804ee |
| BAN | 79.1 | Not recorded | 699bdf1909c33900fcd804ee |
| BAN | 79.1 | Not recorded | 699bdf1909c33900fcd804ee |
| SAN | 78.4 | Not recorded | 699bdf1909c33900fcd804ee |
| MFB | 75 | Not recorded | 699bdf1909c33900fcd804ee |

### Robust-MMR

Accuracy: 83.3. Result ID: 699cde6b5698665ec47f22ad.

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

### Robust-MMR

Accuracy: 83.3. Result ID: 699cde6b5698665ec47f22cb.

[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: 83.2. Result ID: 699cde6b5698665ec47f22ac.

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

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

### CPRD

Accuracy: 83.2. Result ID: 699cde6b5698665ec47f22ca.

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

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

### MEVF

Accuracy: 81.1. Result ID: 699cde6b5698665ec47f22ab.

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

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

### MEVF

Accuracy: 81.1. Result ID: 699cde6b5698665ec47f22c9.

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

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

### BAN

Accuracy: 79.1. Result ID: 699cde6b5698665ec47f22aa.

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

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

### BAN

Accuracy: 79.1. Result ID: 699cde6b5698665ec47f22c8.

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

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

### SAN

Accuracy: 78.4. Result ID: 699cde6b5698665ec47f22a9.

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

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

### MFB

Accuracy: 75. Result ID: 699cde6b5698665ec47f22a8.

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

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

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