# Visual Question Answering on VizWiz (test-std)

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

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

Data updated: 2026-02-26T05:28:37.503Z

Evaluation of Visual Question Answering performance on the test-standard split of the VizWiz dataset, measured by 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) | VizWiz (test-std) |
| Metric | 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Flamingo | 65.4 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 65.4 | Not recorded | 68fa6e031e209131cea3d674 |
| SotA | 60.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Unrestricted SotA (Lin et al.) | 60.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Restricted SotA+ (Frozen in Time) | 46.8 | Not recorded | 68fa6e031e209131cea3d674 |

### Flamingo

Accuracy: 65.4. Result ID: 698ff4343a6c314849fd0899.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"mode":"Fine-tuned"}. This record does not assert independent reproduction.

### Flamingo

Accuracy: 65.4. Result ID: 698ff4343a6c314849fd08c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### SotA

Accuracy: 60.6. Result ID: 698ff4343a6c314849fd089a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

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

### Unrestricted SotA (Lin et al.)

Accuracy: 60.6. Result ID: 698ff4343a6c314849fd08c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

### Restricted SotA+ (Frozen in Time)

Accuracy: 46.8. Result ID: 698ff4343a6c314849fd08c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction.

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