# 3D Visual Question Answering on SQA (test)

Source: [3D Visual Question Answering on SQA (test)](<https://www.sota2.com/research/sota/3d-visual-question-answering-on-sqa-test>)

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

Data updated: 2026-02-26T05:41:43.760Z

Evaluation of model performance on the test split of the SQA dataset for 3D Visual Question Answering, typically measured using Exact Match metrics.

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 | 3D Visual Question Answering |
| Dataset (including any stated split) | SQA (test) |
| Metric | EM@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [EM@1](<https://www.sota2.com/research/sota/3d-visual-question-answering-on-sqa-test.md?metric=EM%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM@1 | Result date | Report paper |
| --- | --- | --- | --- |
| BridgeQA | 53.32 | Not recorded | 68fa725b1e209131cea55e6a |
| BridgeQA | 52.91 | Not recorded | 68fa725b1e209131cea55e6a |
| 3D-VisTA | 48.5 | Not recorded | 68fa725b1e209131cea55e6a |
| Multi-CLIP | 48.02 | Not recorded | 68fa725b1e209131cea55e6a |
| SQA | 47.2 | Not recorded | 68fa725b1e209131cea55e6a |

### BridgeQA

EM@1: 53.32. Result ID: 6992334c3a6c3148490d4376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Implementation](<https://github.com/matthewdm0816/BridgeQA>)

Recorded evaluation configuration: {"Use question to match 2D views at test time":true}. This record does not assert independent reproduction.

### BridgeQA

EM@1: 52.91. Result ID: 6992334c3a6c3148490d4375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Implementation](<https://github.com/matthewdm0816/BridgeQA>)

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

### 3D-VisTA

EM@1: 48.5. Result ID: 6992334c3a6c3148490d4374.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a1dd.md>)

[Implementation](<http://3d-vista.github.io/>)

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

### Multi-CLIP

EM@1: 48.02. Result ID: 6992334c3a6c3148490d4373.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbc1e209131cea471e5.md>)

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

### SQA

EM@1: 47.2. Result ID: 6992334c3a6c3148490d4372.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725b1e209131cea55e6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f061e209131cea4356c.md>)

[Implementation](<http://sqa3d.github.io/>)

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

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