# Stylization on Indoor Scenes Dining

Source: [Stylization on Indoor Scenes Dining](<https://www.sota2.com/research/sota/stylization-on-indoor-scenes-dining>)

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

Data updated: 2026-02-26T05:40:36.794Z

Evaluation of Stylization performance on the Indoor Scenes Dining dataset, measured using Delta x 1e-3.

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 | Stylization |
| Dataset (including any stated split) | Indoor Scenes Dining |
| Metric | Delta (1e-3) |
| Unit | SCALAR |
| Direction | Lower 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

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

## Recorded results

| Method | Delta (1e-3) | Result date | Report paper |
| --- | --- | --- | --- |
| ATISS | -0.31 | Not recorded | 6965d1b26343fa78c832393a |
| DiffuScene | -0.15 | Not recorded | 6965d1b26343fa78c832393a |
| InstructScene | 5.02 | Not recorded | 6965d1b26343fa78c832393a |
| SceneNAT | 5.02 | Not recorded | 6965d1b26343fa78c832393a |

### ATISS

Delta (1e-3): -0.31. Result ID: 6997cbb25698665ec422dade.

[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.

### DiffuScene

Delta (1e-3): -0.15. Result ID: 6997cbb25698665ec422dadf.

[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.

### InstructScene

Delta (1e-3): 5.02. Result ID: 6997cbb25698665ec422dae0.

[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): 5.02. Result ID: 6997cbb25698665ec422dae1.

[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.

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