# Visual Question Answering on DAQUAR all Multiple answers

Source: [Visual Question Answering on DAQUAR all Multiple answers](<https://www.sota2.com/research/sota/visual-question-answering-on-daquar-all-multiple-answers>)

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

Data updated: 2026-02-26T05:27:11.688Z

Evaluation of model performance on the DAQUAR dataset (all Multiple answers variant) for visual question answering capabilities, reporting Accuracy and WUPS scores.

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) | DAQUAR all Multiple answers |
| 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-daquar-all-multiple-answers.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [WUPS (0.9)](<https://www.sota2.com/research/sota/visual-question-answering-on-daquar-all-multiple-answers.md?metric=WUPS%20(0.9)>): Higher is better; unit: PERCENT.

- [WUPS (0.0)](<https://www.sota2.com/research/sota/visual-question-answering-on-daquar-all-multiple-answers.md?metric=WUPS%20(0.0)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Human | 50.2 | Not recorded | 68fa622a1e209131ce9f7cba |
| DPPnet | 25.6 | Not recorded | 68fa622a1e209131ce9f7cba |
| ConvQA | 20.69 | Not recorded | 68fa622a1e209131ce9f7cba |
| Askneuron | 17.49 | Not recorded | 68fa622a1e209131ce9f7cba |
| Multiworld | 7.86 | Not recorded | 68fa622a1e209131ce9f7cba |

### Human

Accuracy: 50.2. Result ID: 698bd2cb7a967eddb7719cb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d21e209131ce9fb546.md>)

[Implementation](<http://cloudcv.org/vqa>)

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

### DPPnet

Accuracy: 25.6. Result ID: 698bd2cb7a967eddb7719cb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/dppnet/>)

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

### ConvQA

Accuracy: 20.69. Result ID: 698bd2cb7a967eddb7719cb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62291e209131ce9f7bf4.md>)

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

### Askneuron

Accuracy: 17.49. Result ID: 698bd2cb7a967eddb7719cb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa621a1e209131ce9f7aa4.md>)

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

### Multiworld

Accuracy: 7.86. Result ID: 698bd2cb7a967eddb7719cb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e31e209131ce9f669d.md>)

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

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