# Medical Visual Question Answering on Med-R2 (test)

Source: [Medical Visual Question Answering on Med-R2 (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test>)

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

Data updated: 2026-05-26T08:38:38.116Z

Evaluation of model performance on the test split of the Med-R2 dataset for Medical Visual Question Answering, utilizing multi-faceted accuracy metrics.

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) | Med-R2 (test) |
| Metric | Image Quality ACC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Image Quality ACC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test.md?metric=Image%20Quality%20ACC>): Higher is better; unit: PERCENT.

- [Anatomy Level ACC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test.md?metric=Anatomy%20Level%20ACC>): Higher is better; unit: PERCENT.

- [Lesion Level ACC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test.md?metric=Lesion%20Level%20ACC>): Higher is better; unit: PERCENT.

- [Joint QA ACC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test.md?metric=Joint%20QA%20ACC>): Higher is better; unit: PERCENT.

- [Overall Average Score](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-med-r2-test.md?metric=Overall%20Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Image Quality ACC | Result date | Report paper |
| --- | --- | --- | --- |
| Janus-Pro-7B | 74.6 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Linshu-7B | 67.3 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| GPT-5.2-thinking | 63.7 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Intern3-VL3-8B | 58.3 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Qwen3-VL-235b | 54.2 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Qwen3-VL-8B | 53.3 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| GPT-4o | 53 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Qwen2.5-VL-7B | 49.3 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| HuatuoGPT-Vision-34B | 48 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Hulu-Med-14B | 47.4 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| HuatuoGPT-Vision-7B | 41.9 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Hulu-Med-4B | 41.4 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Hulu-Med-7B | 36.5 | Not recorded | 6a15292fdbd7150506f7dfc9 |
| Medgemma-4B | 24.2 | Not recorded | 6a15292fdbd7150506f7dfc9 |

### Janus-Pro-7B

Image Quality ACC: 74.6. Result ID: 6a155c07fbc373592c0cce81.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Open Source","Zero-shot":"true"}. This record does not assert independent reproduction.

### Linshu-7B

Image Quality ACC: 67.3. Result ID: 6a155c07fbc373592c0cce7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### GPT-5.2-thinking

Image Quality ACC: 63.7. Result ID: 6a155c07fbc373592c0cce86.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary","Zero-shot":"true"}. This record does not assert independent reproduction.

### Intern3-VL3-8B

Image Quality ACC: 58.3. Result ID: 6a155c07fbc373592c0cce82.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Open Source","Zero-shot":"true"}. This record does not assert independent reproduction.

### Qwen3-VL-235b

Image Quality ACC: 54.2. Result ID: 6a155c07fbc373592c0cce87.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary","Zero-shot":"true"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Image Quality ACC: 53.3. Result ID: 6a155c07fbc373592c0cce83.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Open Source","Zero-shot":"true"}. This record does not assert independent reproduction.

### GPT-4o

Image Quality ACC: 53. Result ID: 6a155c07fbc373592c0cce85.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary","Zero-shot":"true"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Image Quality ACC: 49.3. Result ID: 6a155c07fbc373592c0cce84.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

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

Recorded evaluation configuration: {"Model Category":"Open Source","Zero-shot":"true"}. This record does not assert independent reproduction.

### HuatuoGPT-Vision-34B

Image Quality ACC: 48. Result ID: 6a155c07fbc373592c0cce80.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

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

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### Hulu-Med-14B

Image Quality ACC: 47.4. Result ID: 6a155c07fbc373592c0cce7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### HuatuoGPT-Vision-7B

Image Quality ACC: 41.9. Result ID: 6a155c07fbc373592c0cce7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

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

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### Hulu-Med-4B

Image Quality ACC: 41.4. Result ID: 6a155c07fbc373592c0cce7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### Hulu-Med-7B

Image Quality ACC: 36.5. Result ID: 6a155c07fbc373592c0cce7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

### Medgemma-4B

Image Quality ACC: 24.2. Result ID: 6a155c07fbc373592c0cce7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292fdbd7150506f7dfc9.md>)

Recorded evaluation configuration: {"Model Category":"Medical Specific","Zero-shot":"true"}. This record does not assert independent reproduction.

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