# Medical Visual Question Answering on INSEGCAT-VQA (test)

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

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

Data updated: 2026-02-26T05:24:34.931Z

Evaluation of model performance on the test split of the INSEGCAT-VQA dataset for medical visual question answering capabilities.

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) | INSEGCAT-VQA (test) |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AUC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-insegcat-vqa-test.md?metric=AUC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Localized Attention | 0.914 | Not recorded | 68fa6fe71e209131cea480bc |
| Draw Region | 0.91 | Not recorded | 68fa6fe71e209131cea480bc |
| Crop Region | 0.901 | Not recorded | 68fa6fe71e209131cea480bc |
| Region in Text | 0.801 | Not recorded | 68fa6fe71e209131cea480bc |
| No Mask | 0.5 | Not recorded | 68fa6fe71e209131cea480bc |

### Localized Attention

AUC: 0.914. Result ID: 6990f16b3a6c314849047aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

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

### Draw Region

AUC: 0.91. Result ID: 6990f16b3a6c314849047aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

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

### Crop Region

AUC: 0.901. Result ID: 6990f16b3a6c314849047ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36844.md>)

[Implementation](<https://github.com/sergiotasconmorales/consistency_vqa>)

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

### Region in Text

AUC: 0.801. Result ID: 6990f16b3a6c314849047ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14dc6.md>)

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

### No Mask

AUC: 0.5. Result ID: 6990f16b3a6c314849047ae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea480bc.md>)

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

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