# Image Question Answering on Visual7W

Source: [Image Question Answering on Visual7W](<https://www.sota2.com/research/sota/image-question-answering-on-visual7w>)

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

Data updated: 2026-03-10T07:51:02.665Z

Evaluation of model performance on the Visual7W dataset for Image Question Answering, reporting Accuracy (Acc) and Fog 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 | Image Question Answering |
| Dataset (including any stated split) | Visual7W |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/image-question-answering-on-visual7w.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Fog Score](<https://www.sota2.com/research/sota/image-question-answering-on-visual7w.md?metric=Fog%20Score>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HyperTokens | 45.59 | Not recorded | 69afa57e2d603e6de3e439e2 |
| Bisecle | 38.21 | Not recorded | 69afa57e2d603e6de3e439e2 |

### HyperTokens

Accuracy: 45.59. Result ID: 69afcd4a6dbb7075b957e86c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

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

### Bisecle

Accuracy: 38.21. Result ID: 69afcd4a6dbb7075b957e86b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cf1e209131cea7f7b0.md>)

Recorded evaluation configuration: {"Venue":"NeurIPS’25"}. This record does not assert independent reproduction.

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