# Visual Question Answering on VizWiz I (test)

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

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

Data updated: 2026-02-26T06:08:03.677Z

Evaluation of Visual Question Answering performance on the test split of the VizWiz I dataset, measured by VQA 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 I (test) |
| Metric | VQA Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

## Recorded results

| Method | VQA Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Pretrained FT SOTA | 57.2 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 49.8 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 45.5 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 44 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 39.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 34.9 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 34 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 31.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 28.9 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 28.8 | Not recorded | 68fa6e031e209131cea3d674 |

### Pretrained FT SOTA

VQA Accuracy: 57.2. Result ID: 698ff4343a6c314849fd080c.

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

Recorded evaluation configuration: {"FT":true,"Shot":"20K"}. This record does not assert independent reproduction.

### Flamingo

VQA Accuracy: 49.8. Result ID: 698ff4343a6c314849fd080b.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo-3B

VQA Accuracy: 45.5. Result ID: 698ff4343a6c314849fd0805.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo-9B

VQA Accuracy: 44. Result ID: 698ff4343a6c314849fd0808.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo

VQA Accuracy: 39.6. Result ID: 698ff4343a6c314849fd080a.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo-9B

VQA Accuracy: 34.9. Result ID: 698ff4343a6c314849fd0807.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo-3B

VQA Accuracy: 34. Result ID: 698ff4343a6c314849fd0804.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo

VQA Accuracy: 31.6. Result ID: 698ff4343a6c314849fd0809.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

### Flamingo-3B

VQA Accuracy: 28.9. Result ID: 698ff4343a6c314849fd0803.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

### Flamingo-9B

VQA Accuracy: 28.8. Result ID: 698ff4343a6c314849fd0806.

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

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

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

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