# Visual Question Answering on LRBEN v1.0 (test)

Source: [Visual Question Answering on LRBEN v1.0 (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-lrben-v1-0-test>)

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

Data updated: 2026-02-26T05:58:57.475Z

Evaluation of Visual Question Answering performance on the test split of the LRBEN v1.0 dataset, reporting metrics including Presence, Comparison, Rural/Urban, and Average 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) | LRBEN v1.0 (test) |
| Metric | Presence |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Presence](<https://www.sota2.com/research/sota/visual-question-answering-on-lrben-v1-0-test.md?metric=Presence>): Higher is better; unit: PERCENT.

- [Comparison](<https://www.sota2.com/research/sota/visual-question-answering-on-lrben-v1-0-test.md?metric=Comparison>): Higher is better; unit: PERCENT.

- [Rural/Urban](<https://www.sota2.com/research/sota/visual-question-answering-on-lrben-v1-0-test.md?metric=Rural%2FUrban>): Higher is better; unit: PERCENT.

- [Average](<https://www.sota2.com/research/sota/visual-question-answering-on-lrben-v1-0-test.md?metric=Average>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Presence | Result date | Report paper |
| --- | --- | --- | --- |
| EarthDial | 92.6 | Not recorded | 6938fe9a6cfd488761a53de3 |
| SATGround | 91.7 | Not recorded | 6938fe9a6cfd488761a53de3 |
| RSGPT | 91.2 | Not recorded | 6938fe9a6cfd488761a53de3 |
| GeoChat | 91.1 | Not recorded | 6938fe9a6cfd488761a53de3 |
| LHRS-Bot | 88.5 | Not recorded | 6938fe9a6cfd488761a53de3 |
| RSVQA | 87.5 | Not recorded | 6938fe9a6cfd488761a53de3 |
| LLaVA-1.5 | 55.5 | Not recorded | 6938fe9a6cfd488761a53de3 |
| MiniGPTv2 | 55.2 | Not recorded | 6938fe9a6cfd488761a53de3 |
| Qwen-VL | 38.6 | Not recorded | 6938fe9a6cfd488761a53de3 |

### EarthDial

Presence: 92.6. Result ID: 69986b225698665ec4cabb9c.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

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

Recorded evaluation configuration: {"Evaluation Protocol":"Generalist"}. This record does not assert independent reproduction.

### SATGround

Presence: 91.7. Result ID: 69986b225698665ec4cabb9d.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Generalist"}. This record does not assert independent reproduction.

### RSGPT

Presence: 91.2. Result ID: 69986b225698665ec4cabb99.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70221e209131cea4949b.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Specialist"}. This record does not assert independent reproduction.

### GeoChat

Presence: 91.1. Result ID: 69986b225698665ec4cabb9b.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

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

Recorded evaluation configuration: {"Evaluation Protocol":"Generalist"}. This record does not assert independent reproduction.

### LHRS-Bot

Presence: 88.5. Result ID: 69986b225698665ec4cabb9a.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74291e209131cea60218.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Generalist"}. This record does not assert independent reproduction.

### RSVQA

Presence: 87.5. Result ID: 69986b225698665ec4cabb98.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67911e209131cea1710a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Specialist"}. This record does not assert independent reproduction.

### LLaVA-1.5

Presence: 55.5. Result ID: 69986b225698665ec4cabb96.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732e1e209131cea5af59.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MiniGPTv2

Presence: 55.2. Result ID: 69986b225698665ec4cabb97.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7e5.md>)

[Implementation](<https://minigpt-v2.github.io/>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Qwen-VL

Presence: 38.6. Result ID: 69986b225698665ec4cabb95.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe9a6cfd488761a53de3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d41e209131cea4d774.md>)

[Implementation](<https://github.com/QwenLM/Qwen-VL>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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