# Visual Question Answering on VQA v2 (Score & Relative Performance)

Source: [Visual Question Answering on VQA v2 (Score & Relative Performance)](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-v2-score-and-relative-performance>)

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

Data updated: 2026-02-27T09:53:41.886Z

Evaluation of model performance on the VQA v2 dataset for visual question answering, reporting the primary Score and Relative Performance metrics.

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) | VQA v2 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-v2-score-and-relative-performance.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Relative Performance](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-v2-score-and-relative-performance.md?metric=Relative%20Performance>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla | 78.5 | Not recorded | 68fa760f1e209131cea6b33b |
| VisionZip | 78.5 | Not recorded | 68fa760f1e209131cea6b33b |
| VisionZip | 77.8 | Not recorded | 68fa760f1e209131cea6b33b |
| VisionZip | 76 | Not recorded | 68fa760f1e209131cea6b33b |

### Vanilla

Accuracy: 78.5. Result ID: 69a1699535dfcabb00e6e443.

[Reporting paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732e1e209131cea5af59.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Base Model":"LLaVA 1.5 7B","Number of Visual Tokens":"576"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 78.5. Result ID: 69a1699535dfcabb00e6e444.

[Reporting paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Base Model":"LLaVA 1.5 7B","Number of Visual Tokens":"192"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 77.8. Result ID: 69a1699535dfcabb00e6e445.

[Reporting paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Base Model":"LLaVA 1.5 7B","Number of Visual Tokens":"128"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 76. Result ID: 69a1699535dfcabb00e6e446.

[Reporting paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Base Model":"LLaVA 1.5 7B","Number of Visual Tokens":"64"}. This record does not assert independent reproduction.

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