# Multi-image Visual Question Answering on MUIRBench

Source: [Multi-image Visual Question Answering on MUIRBench](<https://www.sota2.com/research/sota/multi-image-visual-question-answering-on-muirbench>)

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

Data updated: 2026-03-24T17:03:43.847Z

Evaluation of model performance on the MUIRBench dataset for Multi-image Visual Question Answering, 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 | Multi-image Visual Question Answering |
| Dataset (including any stated split) | MUIRBench |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/multi-image-visual-question-answering-on-muirbench.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-VL-32B-Instruct + SpatialBoost | 76.4 | Not recorded | 69c21ad20636e5bf4afc4cf1 |
| Qwen3-VL-32B-Instruct | 72.8 | Not recorded | 69c21ad20636e5bf4afc4cf1 |
| InternVL3-38B + SpatialBoost | 70.7 | Not recorded | 69c21ad20636e5bf4afc4cf1 |
| InternVL3-38B | 63.8 | Not recorded | 69c21ad20636e5bf4afc4cf1 |

### Qwen3-VL-32B-Instruct + SpatialBoost

Accuracy: 76.4. Result ID: 69c2c3d747f34ce924ac77bb.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Implementation](<https://github.com/rootyJeon/SpatialBoost>)

Recorded evaluation configuration: {"Encoder Enhancement":"SpatialBoost"}. This record does not assert independent reproduction.

### Qwen3-VL-32B-Instruct

Accuracy: 72.8. Result ID: 69c2c3d747f34ce924ac77ba.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

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

### InternVL3-38B + SpatialBoost

Accuracy: 70.7. Result ID: 69c2c3d747f34ce924ac77b9.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Implementation](<https://github.com/rootyJeon/SpatialBoost>)

Recorded evaluation configuration: {"Encoder Enhancement":"SpatialBoost"}. This record does not assert independent reproduction.

### InternVL3-38B

Accuracy: 63.8. Result ID: 69c2c3d747f34ce924ac77b8.

[Reporting paper](<https://www.sota2.com/research/paper/69c21ad20636e5bf4afc4cf1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

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

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