# Visual Question Answering on XLRS-Bench vqa

Source: [Visual Question Answering on XLRS-Bench vqa](<https://www.sota2.com/research/sota/visual-question-answering-on-xlrs-bench-vqa>)

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

Data updated: 2026-03-13T08:56:21.742Z

Evaluation of Visual Question Answering performance on the XLRS-Bench vqa dataset, reporting the F1 score.

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) | XLRS-Bench vqa |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/visual-question-answering-on-xlrs-bench-vqa.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| OSMDA-VLM | 21.6 | Not recorded | 69b39a210636e5bf4afbcb32 |
| Intern-S1-mini | 12.4 | Not recorded | 69b39a210636e5bf4afbcb32 |
| LRS-VQA | 8.8 | Not recorded | 69b39a210636e5bf4afbcb32 |
| LHRS-Bot-nova | 3.9 | Not recorded | 69b39a210636e5bf4afbcb32 |
| SkySenseGPT | 1.2 | Not recorded | 69b39a210636e5bf4afbcb32 |
| VHM | 1.1 | Not recorded | 69b39a210636e5bf4afbcb32 |
| GeoChat | 1 | Not recorded | 69b39a210636e5bf4afbcb32 |
| SkyEyeGPT | 0.6 | Not recorded | 69b39a210636e5bf4afbcb32 |
| GeoPix | 0.1 | Not recorded | 69b39a210636e5bf4afbcb32 |
| EarthDial | 0 | Not recorded | 69b39a210636e5bf4afbcb32 |

### OSMDA-VLM

F1 Score: 21.6. Result ID: 69b3d12547f34ce9249e099f.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Intern-S1-mini

F1 Score: 12.4. Result ID: 69b3d12547f34ce9249e099e.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ad01e209131cea85401.md>)

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

### LRS-VQA

F1 Score: 8.8. Result ID: 69b3d12547f34ce9249e099a.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a291e209131cea816d4.md>)

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

### LHRS-Bot-nova

F1 Score: 3.9. Result ID: 69b3d12547f34ce9249e099d.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75af1e209131cea694b6.md>)

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

### SkySenseGPT

F1 Score: 1.2. Result ID: 69b3d12547f34ce9249e0999.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73fe1e209131cea5f150.md>)

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

### VHM

F1 Score: 1.1. Result ID: 69b3d12547f34ce9249e099b.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76541e209131cea6c716.md>)

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

### GeoChat

F1 Score: 1. Result ID: 69b3d12547f34ce9249e0998.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea50865.md>)

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

### SkyEyeGPT

F1 Score: 0.6. Result ID: 69b3d12547f34ce9249e0997.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d61e209131cea53400.md>)

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

### GeoPix

F1 Score: 0.1. Result ID: 69b3d12547f34ce9249e0996.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77611e209131cea72d51.md>)

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

### EarthDial

F1 Score: 0. Result ID: 69b3d12547f34ce9249e099c.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e01e209131cea75bfc.md>)

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

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