# Visual Question Answering on ArtVQA (test)

Source: [Visual Question Answering on ArtVQA (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-artvqa-test>)

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

Data updated: 2026-02-26T05:54:24.201Z

Evaluation of model performance on the test split of the ArtVQA dataset for visual question answering.

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) | ArtVQA (test) |
| Metric | Overall 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

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

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

## Recorded results

| Method | Overall Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VIKING\_VLM + SelTDA | 0.5686 | Not recorded | 68fa6f9c1e209131cea4695d |
| VIKING\_VLM | 0.559 | Not recorded | 68fa6f9c1e209131cea4695d |
| VIKING | 0.555 | Not recorded | 68fa6f9c1e209131cea4695d |
| BAN | 0.224 | Not recorded | 68fa6f9c1e209131cea4695d |
| BLIP + SelTDA | 0.2168 | Not recorded | 68fa6f9c1e209131cea4695d |
| BLIP | 0.2136 | Not recorded | 68fa6f9c1e209131cea4695d |

### VIKING\_VLM + SelTDA

Overall Accuracy: 0.5686. Result ID: 6990e3bf3a6c3148490410c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Implementation](<https://github.com/codezakh/SelTDA>)

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

### VIKING\_VLM

Overall Accuracy: 0.559. Result ID: 6990e3bf3a6c3148490410bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68331e209131cea1abae.md>)

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

### VIKING

Overall Accuracy: 0.555. Result ID: 6990e3bf3a6c3148490410be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68331e209131cea1abae.md>)

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

### BAN

Overall Accuracy: 0.224. Result ID: 6990e3bf3a6c3148490410bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fd1e209131cea07a2c.md>)

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

### BLIP + SelTDA

Overall Accuracy: 0.2168. Result ID: 6990e3bf3a6c3148490410c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Implementation](<https://github.com/codezakh/SelTDA>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### BLIP

Overall Accuracy: 0.2136. Result ID: 6990e3bf3a6c3148490410bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea4695d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-training pairs":"129M"}. This record does not assert independent reproduction.

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