# Domain-Specific Visual Question Answering on RSVQA

Source: [Domain-Specific Visual Question Answering on RSVQA](<https://www.sota2.com/research/sota/domain-specific-visual-question-answering-on-rsvqa>)

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

Data updated: 2026-04-21T12:57:36.427Z

Evaluation of model performance on the RSVQA dataset for Domain-Specific Visual Question Answering, reporting accuracy 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 | Domain-Specific Visual Question Answering |
| Dataset (including any stated split) | RSVQA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/domain-specific-visual-question-answering-on-rsvqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MaLoRA | 89.9 | Not recorded | 690442683ef7ccd74e5e4a04 |
| LoRA | 89.1 | Not recorded | 690442683ef7ccd74e5e4a04 |
| QLoRA | 88.4 | Not recorded | 690442683ef7ccd74e5e4a04 |
| MaLoRA | 88.3 | Not recorded | 690442683ef7ccd74e5e4a04 |
| MaLoRA | 87.9 | Not recorded | 690442683ef7ccd74e5e4a04 |
| LoRA | 87.7 | Not recorded | 690442683ef7ccd74e5e4a04 |
| LoRA | 86.8 | Not recorded | 690442683ef7ccd74e5e4a04 |
| QLoRA | 63.5 | Not recorded | 690442683ef7ccd74e5e4a04 |
| Base | 62.3 | Not recorded | 690442683ef7ccd74e5e4a04 |
| Base | 61 | Not recorded | 690442683ef7ccd74e5e4a04 |
| QLoRA | 58.9 | Not recorded | 690442683ef7ccd74e5e4a04 |
| Base | 50.9 | Not recorded | 690442683ef7ccd74e5e4a04 |

### MaLoRA

Accuracy: 89.9. Result ID: 69e7742a47f34ce924cf37bb.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 89.1. Result ID: 69e7742a47f34ce924cf37b9.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### QLoRA

Accuracy: 88.4. Result ID: 69e7742a47f34ce924cf37ba.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### MaLoRA

Accuracy: 88.3. Result ID: 69e7742a47f34ce924cf37c3.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### MaLoRA

Accuracy: 87.9. Result ID: 69e7742a47f34ce924cf37bf.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 87.7. Result ID: 69e7742a47f34ce924cf37bd.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 86.8. Result ID: 69e7742a47f34ce924cf37c1.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### QLoRA

Accuracy: 63.5. Result ID: 69e7742a47f34ce924cf37be.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### Base

Accuracy: 62.3. Result ID: 69e7742a47f34ce924cf37bc.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### Base

Accuracy: 61. Result ID: 69e7742a47f34ce924cf37c0.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### QLoRA

Accuracy: 58.9. Result ID: 69e7742a47f34ce924cf37c2.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Training examples":"16.1k"}. This record does not assert independent reproduction.

### Base

Accuracy: 50.9. Result ID: 69e7742a47f34ce924cf37b8.

[Reporting paper](<https://www.sota2.com/research/paper/690442683ef7ccd74e5e4a04.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Training examples":"16.1k"}. This record does not assert independent reproduction.

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