# Semantic 3D Reconstruction on 3D-OVS

Source: [Semantic 3D Reconstruction on 3D-OVS](<https://www.sota2.com/research/sota/semantic-3d-reconstruction-on-3d-ovs>)

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

Data updated: 2026-05-14T09:45:59.691Z

Evaluation of 3D Semantic Reconstruction performance on the 3D-OVS dataset, reporting metrics related to processing speed (FPS) and memory consumption (GPU Mem.).

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 | Semantic 3D Reconstruction |
| Dataset (including any stated split) | 3D-OVS |
| Metric | 2D to 3D Time (min) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [2D to 3D Time (min)](<https://www.sota2.com/research/sota/semantic-3d-reconstruction-on-3d-ovs.md?metric=2D%20to%203D%20Time%20(min)>): Lower is better; unit: TIME.

- [GPU Memory (GB)](<https://www.sota2.com/research/sota/semantic-3d-reconstruction-on-3d-ovs.md?metric=GPU%20Memory%20(GB)>): Lower is better; unit: SIZE.

- [3D to 2D FPS](<https://www.sota2.com/research/sota/semantic-3d-reconstruction-on-3d-ovs.md?metric=3D%20to%202D%20FPS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | 2D to 3D Time (min) | Result date | Report paper |
| --- | --- | --- | --- |
| SCOUP | 0.5 | Not recorded | 6a055726dbc836b87d828d62 |
| LangSplatV2 | 570 | Not recorded | 6a055726dbc836b87d828d62 |

### SCOUP

2D to 3D Time (min): 0.5. Result ID: 6a0598dc47f34ce924ed052e.

[Reporting paper](<https://www.sota2.com/research/paper/6a055726dbc836b87d828d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055726dbc836b87d828d62.md>)

Recorded evaluation configuration: {"Hardware":"NVIDIA RTX A6000"}. This record does not assert independent reproduction.

### LangSplatV2

2D to 3D Time (min): 570. Result ID: 6a0598dc47f34ce924ed052d.

[Reporting paper](<https://www.sota2.com/research/paper/6a055726dbc836b87d828d62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1d1e209131cea8c780.md>)

Recorded evaluation configuration: {"Hardware":"NVIDIA RTX A6000"}. This record does not assert independent reproduction.

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