# Visual Question Answering on GeomVerse

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

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

Data updated: 2026-03-23T10:48:00.586Z

Evaluation of model performance on the GeomVerse 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) | GeomVerse |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-geomverse.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| D.P. | 63 | Not recorded | 69c0c8db0636e5bf4afc397f |
| Oracle | 62.4 | Not recorded | 69c0c8db0636e5bf4afc397f |
| ICONS | 61.2 | Not recorded | 69c0c8db0636e5bf4afc397f |
| Uniform | 60.1 | Not recorded | 69c0c8db0636e5bf4afc397f |
| D.P. | 54.4 | Not recorded | 69c0c8db0636e5bf4afc397f |
| ICONS | 53.1 | Not recorded | 69c0c8db0636e5bf4afc397f |
| Uniform | 47.1 | Not recorded | 69c0c8db0636e5bf4afc397f |

### D.P.

Accuracy: 63. Result ID: 69c11a5e47f34ce924a954ca.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Ours","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### Oracle

Accuracy: 62.4. Result ID: 69c11a5e47f34ce924a954c9.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Gold","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### ICONS

Accuracy: 61.2. Result ID: 69c11a5e47f34ce924a954c8.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795d1e209131cea7d48d.md>)

Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 60.1. Result ID: 69c11a5e47f34ce924a954c7.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### D.P.

Accuracy: 54.4. Result ID: 69c11a5e47f34ce924a954cd.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Ours","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### ICONS

Accuracy: 53.1. Result ID: 69c11a5e47f34ce924a954cc.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795d1e209131cea7d48d.md>)

Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 47.1. Result ID: 69c11a5e47f34ce924a954cb.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c8db0636e5bf4afc397f.md>)

Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction.

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