# Stylization on 3D-FRONT Dining room

Source: [Stylization on 3D-FRONT Dining room](<https://www.sota2.com/research/sota/stylization-on-3d-front-dining-room>)

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

Data updated: 2026-06-09T11:04:27.774Z

Evaluation of image or scene stylization performance on the Dining room subset of the 3D-FRONT dataset, measured using Fréchet Inception Distance (FID).

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) | 3D-FRONT Dining room |
| Metric | FID |
| 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

- [FID](<https://www.sota2.com/research/sota/stylization-on-3d-front-dining-room.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| AccioScene | 127.63 | Not recorded | 68fa76f21e209131cea7029e |
| InstructScene | 128.78 | Not recorded | 68fa76f21e209131cea7029e |
| ATISS | 131.14 | Not recorded | 68fa76f21e209131cea7029e |
| DiffuScene | 135.2 | Not recorded | 68fa76f21e209131cea7029e |

### AccioScene

FID: 127.63. Result ID: 6a27f182fbc373592c259867.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

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

### InstructScene

FID: 128.78. Result ID: 6a27f182fbc373592c259866.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.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.

### ATISS

FID: 131.14. Result ID: 6a27f182fbc373592c259864.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af61e209131cea2b666.md>)

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

### DiffuScene

FID: 135.2. Result ID: 6a27f182fbc373592c259865.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea5681d.md>)

[Implementation](<https://tangjiapeng.github.io/projects/DiffuScene>)

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

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