# ROI-level Visual Question Answering on SMU-281 Breast

Source: [ROI-level Visual Question Answering on SMU-281 Breast](<https://www.sota2.com/research/sota/roi-level-visual-question-answering-on-smu-281-breast>)

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

Data updated: 2026-06-09T08:03:21.950Z

Evaluation of model performance on the SMU-281 Breast dataset for ROI-level Visual Question Answering tasks.

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 | ROI-level Visual Question Answering |
| Dataset (including any stated split) | SMU-281 Breast |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/roi-level-visual-question-answering-on-smu-281-breast.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PathPocket | 59.5 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3VL-8B | 35.7 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3VL-4B | 33.3 | Not recorded | 6a279e3f90966ade919bf862 |
| LLaVA-Med | 28.6 | Not recorded | 6a279e3f90966ade919bf862 |
| Quilt-LLaVA | 23.8 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3VL-2B | 21.4 | Not recorded | 6a279e3f90966ade919bf862 |

### PathPocket

Accuracy: 59.5. Result ID: 6a27c882fbc373592c245e02.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

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

### Qwen3VL-8B

Accuracy: 35.7. Result ID: 6a27c882fbc373592c245dff.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model size":"8B"}. This record does not assert independent reproduction.

### Qwen3VL-4B

Accuracy: 33.3. Result ID: 6a27c882fbc373592c245dfe.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model size":"4B"}. This record does not assert independent reproduction.

### LLaVA-Med

Accuracy: 28.6. Result ID: 6a27c882fbc373592c245e00.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

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

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

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

### Quilt-LLaVA

Accuracy: 23.8. Result ID: 6a27c882fbc373592c245e01.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76881e209131cea6d7e8.md>)

[Implementation](<https://www.sota2.com/quilt-llava.github.io>)

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

### Qwen3VL-2B

Accuracy: 21.4. Result ID: 6a27c882fbc373592c245dfd.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model size":"2B"}. This record does not assert independent reproduction.

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