# Visual Question Answering on Visual-7W pointing questions

Source: [Visual Question Answering on Visual-7W pointing questions](<https://www.sota2.com/research/sota/visual-question-answering-on-visual-7w-pointing-questions>)

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

Data updated: 2026-02-26T05:27:13.638Z

Evaluation of model performance on the Visual-7W pointing questions dataset for visual question answering capabilities, reporting 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) | Visual-7W pointing questions |
| 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-visual-7w-pointing-questions.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CMN (full model) | 72.53 | Not recorded | 68fa63031e209131ce9fc592 |
| Baseline (loc module) | 71.61 | Not recorded | 68fa63031e209131ce9fc592 |
| CMN (w/ external parser) | 61.66 | Not recorded | 68fa63031e209131ce9fc592 |
| Zhu et al. | 56.1 | Not recorded | 68fa63031e209131ce9fc592 |

### CMN (full model)

Accuracy: 72.53. Result ID: 698be5e5ecace47ef559d100.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

Recorded evaluation configuration: {"Language Parsing":"End-to-end optimized","Supervision":"Weak supervision","Backbone":"Faster-RCNN VGG-16"}. This record does not assert independent reproduction.

### Baseline (loc module)

Accuracy: 71.61. Result ID: 698be5e5ecace47ef559d0fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd15f.md>)

Recorded evaluation configuration: {"Module":"localization module only","Supervision":"Weak supervision","Backbone":"Faster-RCNN VGG-16"}. This record does not assert independent reproduction.

### CMN (w/ external parser)

Accuracy: 61.66. Result ID: 698be5e5ecace47ef559d0ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

Recorded evaluation configuration: {"Language Parsing":"Stanford Parser \[31, 19\]","Supervision":"Weak supervision","Backbone":"Faster-RCNN VGG-16"}. This record does not assert independent reproduction.

### Zhu et al.

Accuracy: 56.1. Result ID: 698be5e5ecace47ef559d0fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63031e209131ce9fc592.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62671e209131ce9f92ce.md>)

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

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