# Visual Question Answering on DME-VQA

Source: [Visual Question Answering on DME-VQA](<https://www.sota2.com/research/sota/visual-question-answering-on-dme-vqa>)

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

Data updated: 2026-02-26T05:54:24.231Z

Evaluation of model performance on the DME-VQA dataset for visual question answering, utilizing specific metrics like Overall, Grade, Whole, Macula, and Region Accuracy.

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) | DME-VQA |
| Metric | Overall Accuracy |
| 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

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

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

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

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

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

## Recorded results

| Method | Overall Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Localized Attention | 84.2 | Not recorded | 68fa6fe71e209131cea480bc |
| Draw Region | 83 | Not recorded | 68fa6fe71e209131cea480bc |
| Crop Region | 81.4 | Not recorded | 68fa6fe71e209131cea480bc |
| No Mask | 61.1 | Not recorded | 68fa6fe71e209131cea480bc |
| Region in Text | 60 | Not recorded | 68fa6fe71e209131cea480bc |

### Localized Attention

Overall Accuracy: 84.2. Result ID: 6990f16b3a6c314849047ae1.

[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

Overall Accuracy: 83. Result ID: 6990f16b3a6c314849047ae0.

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

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

### Crop Region

Overall Accuracy: 81.4. Result ID: 6990f16b3a6c314849047adf.

[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.

### No Mask

Overall Accuracy: 61.1. Result ID: 6990f16b3a6c314849047add.

[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

Overall Accuracy: 60. Result ID: 6990f16b3a6c314849047ade.

[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.

Page 1 of 1. This is an index page, not the full collection.
