# 3D Scene Generation on PARSE-10K User Study 1.0 (test)

Source: [3D Scene Generation on PARSE-10K User Study 1.0 (test)](<https://www.sota2.com/research/sota/3d-scene-generation-on-parse-10k-user-study-1-0-test>)

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

Data updated: 2026-03-10T11:00:22.708Z

Evaluation of 3D Scene Generation models using human assessment metrics derived from the PARSE-10K User Study 1.0 (test) split, focusing on Complexity, Realism, and Contact Fidelity.

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 Scene Generation |
| Dataset (including any stated split) | PARSE-10K User Study 1.0 (test) |
| Metric | Complexity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Complexity](<https://www.sota2.com/research/sota/3d-scene-generation-on-parse-10k-user-study-1-0-test.md?metric=Complexity>): Higher is better; unit: PERCENT.

- [Realism](<https://www.sota2.com/research/sota/3d-scene-generation-on-parse-10k-user-study-1-0-test.md?metric=Realism>): Higher is better; unit: PERCENT.

- [Contact Fidelity](<https://www.sota2.com/research/sota/3d-scene-generation-on-parse-10k-user-study-1-0-test.md?metric=Contact%20Fidelity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Complexity | Result date | Report paper |
| --- | --- | --- | --- |
| PARSE | 47.5 | Not recorded | 69afa58c2d603e6de3e43ad5 |
| PARSE | 45 | Not recorded | 69afa58c2d603e6de3e43ad5 |
| InstructScene | 7.5 | Not recorded | 69afa58c2d603e6de3e43ad5 |

### PARSE

Complexity: 47.5. Result ID: 69aff9b76dbb7075b9593f32.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58c2d603e6de3e43ad5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa58c2d603e6de3e43ad5.md>)

Recorded evaluation configuration: {"Conditioning":"conditioned (PAG)","Training Dataset":"PARSE-10K"}. This record does not assert independent reproduction.

### PARSE

Complexity: 45. Result ID: 69aff9b76dbb7075b9593f31.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58c2d603e6de3e43ad5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa58c2d603e6de3e43ad5.md>)

Recorded evaluation configuration: {"Conditioning":"unconditioned","Training Dataset":"PARSE-10K"}. This record does not assert independent reproduction.

### InstructScene

Complexity: 7.5. Result ID: 69aff9b76dbb7075b9593f30.

[Reporting paper](<https://www.sota2.com/research/paper/69afa58c2d603e6de3e43ad5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721f1e209131cea549db.md>)

Recorded evaluation configuration: {"Training Dataset":"3D-FRONT"}. This record does not assert independent reproduction.

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