# Visual Question Answering on BraTS MEN 2023

Source: [Visual Question Answering on BraTS MEN 2023](<https://www.sota2.com/research/sota/visual-question-answering-on-brats-men-2023>)

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

Data updated: 2026-04-06T08:09:54.491Z

Evaluation of model performance on the BraTS MEN 2023 dataset for Visual Question Answering, reporting Modality, Plane, and Abnormality Accuracies.

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 | Visual Question Answering |
| Dataset (including any stated split) | BraTS MEN 2023 |
| Metric | Modality 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

- [Modality Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-brats-men-2023.md?metric=Modality%20Accuracy>): Higher is better; unit: PERCENT.

- [Plane Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-brats-men-2023.md?metric=Plane%20Accuracy>): Higher is better; unit: PERCENT.

- [Abnormality Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-brats-men-2023.md?metric=Abnormality%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Modality Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LLaBIT | 94.5 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLama 3.2 | 84.6 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLaVA-Med | 74.7 | Not recorded | 69d33dd77d0172140ec734d6 |
| Gemini 1.5 | 67 | Not recorded | 69d33dd77d0172140ec734d6 |
| GPT 4o-mini | 52.7 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLaVA 1.6 | 28.6 | Not recorded | 69d33dd77d0172140ec734d6 |

### LLaBIT

Modality Accuracy: 94.5. Result ID: 69d36a4f47f34ce924bb1fdd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

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

### LLama 3.2

Modality Accuracy: 84.6. Result ID: 69d36a4f47f34ce924bb1fda.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"number of parameters":"11B"}. This record does not assert independent reproduction.

### LLaVA-Med

Modality Accuracy: 74.7. Result ID: 69d36a4f47f34ce924bb1fd8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.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.

### Gemini 1.5

Modality Accuracy: 67. Result ID: 69d36a4f47f34ce924bb1fdb.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78731e209131cea78622.md>)

Recorded evaluation configuration: {"number of parameters":"8B"}. This record does not assert independent reproduction.

### GPT 4o-mini

Modality Accuracy: 52.7. Result ID: 69d36a4f47f34ce924bb1fdc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

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

### LLaVA 1.6

Modality Accuracy: 28.6. Result ID: 69d36a4f47f34ce924bb1fd9.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

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

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