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

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

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

Data updated: 2026-02-26T05:24:34.910Z

Evaluation of model performance on the test split of the RIS-VQA dataset for medical 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 | Medical Visual Question Answering |
| Dataset (including any stated split) | RIS-VQA (test) |
| Metric | AUC |
| Unit | PERCENT |
| 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-ris-vqa-test.md?metric=AUC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Localized Attention | 88.5 | Not recorded | 68fa6fe71e209131cea480bc |
| Crop Region | 84.2 | Not recorded | 68fa6fe71e209131cea480bc |
| Draw Region | 83.5 | Not recorded | 68fa6fe71e209131cea480bc |
| Region in Text | 67.7 | Not recorded | 68fa6fe71e209131cea480bc |
| No Mask | 50 | Not recorded | 68fa6fe71e209131cea480bc |

### Localized Attention

AUC: 88.5. Result ID: 6990f16b3a6c314849047ae6.

[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.

### Crop Region

AUC: 84.2. Result ID: 6990f16b3a6c314849047ae4.

[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.

### Draw Region

AUC: 83.5. Result ID: 6990f16b3a6c314849047ae5.

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

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

### Region in Text

AUC: 67.7. Result ID: 6990f16b3a6c314849047ae3.

[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: 50. Result ID: 6990f16b3a6c314849047ae2.

[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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