# Medical Visual Question Answering (Multiple-choice) on OMVQA (test)

Source: [Medical Visual Question Answering (Multiple-choice) on OMVQA (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-multiple-choice-on-omvqa-test>)

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

Data updated: 2026-04-10T09:11:30.678Z

Evaluation of model performance on the test split of the OMVQA dataset for multiple-choice medical visual question answering, reporting 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 (Multiple-choice) |
| Dataset (including any stated split) | OMVQA official (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-multiple-choice-on-omvqa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MedVR | 96.8 | Not recorded | 69d884327d0172140ec77b60 |
| Lingshu-7B | 84.2 | Not recorded | 69d884327d0172140ec77b60 |
| InternVL2.5-8B | 83.9 | Not recorded | 69d884327d0172140ec77b60 |
| InternVL3-14B | 81.9 | Not recorded | 69d884327d0172140ec77b60 |
| InternVL3-8B | 81.4 | Not recorded | 69d884327d0172140ec77b60 |
| HuatuoGPT-V-7B | 80.1 | Not recorded | 69d884327d0172140ec77b60 |
| Med-R1-2B | 77.3 | Not recorded | 69d884327d0172140ec77b60 |
| MedGemma-4B | 70.5 | Not recorded | 69d884327d0172140ec77b60 |
| Qwen2.5-VL-32B | 69.9 | Not recorded | 69d884327d0172140ec77b60 |
| Qwen2.5-VL-7B | 59 | Not recorded | 69d884327d0172140ec77b60 |
| MedVLM-R1-2B | 57.4 | Not recorded | 69d884327d0172140ec77b60 |
| LLaVA-Med-7B | 29.3 | Not recorded | 69d884327d0172140ec77b60 |

### MedVR

Accuracy: 96.8. Result ID: 69d8bebb47f34ce924c1d92e.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain","Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction.

### Lingshu-7B

Accuracy: 84.2. Result ID: 69d8bebb47f34ce924c1d92d.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795a1e209131cea7d387.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### InternVL2.5-8B

Accuracy: 83.9. Result ID: 69d8bebb47f34ce924c1d925.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Model Category":"General-Purpose VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### InternVL3-14B

Accuracy: 81.9. Result ID: 69d8bebb47f34ce924c1d927.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Model Category":"General-Purpose VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### InternVL3-8B

Accuracy: 81.4. Result ID: 69d8bebb47f34ce924c1d926.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Model Category":"General-Purpose VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### HuatuoGPT-V-7B

Accuracy: 80.1. Result ID: 69d8bebb47f34ce924c1d92c.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f71e209131cea64ea0.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Med-R1-2B

Accuracy: 77.3. Result ID: 69d8bebb47f34ce924c1d928.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78341e209131cea772d0.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### MedGemma-4B

Accuracy: 70.5. Result ID: 69d8bebb47f34ce924c1d92a.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ff1e209131cea808a4.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Qwen2.5-VL-32B

Accuracy: 69.9. Result ID: 69d8bebb47f34ce924c1d924.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Category":"General-Purpose VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Accuracy: 59. Result ID: 69d8bebb47f34ce924c1d923.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Category":"General-Purpose VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### MedVLM-R1-2B

Accuracy: 57.4. Result ID: 69d8bebb47f34ce924c1d929.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77831e209131cea73bcd.md>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### LLaVA-Med-7B

Accuracy: 29.3. Result ID: 69d8bebb47f34ce924c1d92b.

[Reporting paper](<https://www.sota2.com/research/paper/69d884327d0172140ec77b60.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46356.md>)

[Implementation](<https://aka.ms/llava-med>)

Recorded evaluation configuration: {"Model Category":"Medical-Specific VLMs","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

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