# Indoor Scene Stylization on Bedroom (test)

Source: [Indoor Scene Stylization on Bedroom (test)](<https://www.sota2.com/research/sota/indoor-scene-stylization-on-bedroom-test>)

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

Data updated: 2026-02-26T05:40:36.810Z

Evaluation of Indoor Scene Stylization performance on the test split of the Bedroom dataset, measured using Delta.

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 | Indoor Scene Stylization |
| Dataset (including any stated split) | Bedroom (test) |
| Metric | Delta (1e-3) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Delta (1e-3)](<https://www.sota2.com/research/sota/indoor-scene-stylization-on-bedroom-test.md?metric=Delta%20(1e-3)>): Higher is better; unit: SCALAR.

- [Delta](<https://www.sota2.com/research/sota/indoor-scene-stylization-on-bedroom-test.md?metric=Delta>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Delta (1e-3) | Result date | Report paper |
| --- | --- | --- | --- |
| InstructScene | 7.03 | Not recorded | 6965d1b26343fa78c832393a |
| SceneNAT | 5.58 | Not recorded | 6965d1b26343fa78c832393a |
| DiffuScene | 3.53 | Not recorded | 6965d1b26343fa78c832393a |
| ATISS | 2.97 | Not recorded | 6965d1b26343fa78c832393a |

### InstructScene

Delta (1e-3): 7.03. Result ID: 6997cbb25698665ec422dabc.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

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

Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction.

### SceneNAT

Delta (1e-3): 5.58. Result ID: 6997cbb25698665ec422dabd.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction.

### DiffuScene

Delta (1e-3): 3.53. Result ID: 6997cbb25698665ec422dabb.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791d1e209131cea7c2fb.md>)

[Implementation](<https://cangmushui.github.io/FreeScene-io/>)

Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction.

### ATISS

Delta (1e-3): 2.97. Result ID: 6997cbb25698665ec422daba.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791d1e209131cea7c2fb.md>)

[Implementation](<https://cangmushui.github.io/FreeScene-io/>)

Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction.

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