# Unconditional Generation on Indoor Scenes (Bed)

Source: [Unconditional Generation on Indoor Scenes (Bed)](<https://www.sota2.com/research/sota/unconditional-generation-on-indoor-scenes-bed>)

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

Data updated: 2026-02-26T05:44:38.056Z

Evaluation of unconditional generation models using the Indoor Scenes (Bed) dataset, measured using 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 | Unconditional Generation |
| Dataset (including any stated split) | Indoor Scenes (Bed) |
| 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/unconditional-generation-on-indoor-scenes-bed.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| ATISS | 124.81 | Not recorded | 6965d1b26343fa78c832393a |
| InstructScene | 125.47 | Not recorded | 6965d1b26343fa78c832393a |
| SceneNAT | 128.17 | Not recorded | 6965d1b26343fa78c832393a |
| DiffuScene | 131.72 | Not recorded | 6965d1b26343fa78c832393a |

### ATISS

FID: 124.81. Result ID: 6997cbb25698665ec422dac6.

[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

FID: 125.47. Result ID: 6997cbb25698665ec422dac8.

[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

FID: 128.17. Result ID: 6997cbb25698665ec422dac9.

[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

FID: 131.72. Result ID: 6997cbb25698665ec422dac7.

[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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