# 3D indoor scene synthesis from natural language on Dining room

Source: [3D indoor scene synthesis from natural language on Dining room](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-from-natural-language-on-dining-room>)

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

Data updated: 2026-02-26T06:09:18.553Z

Evaluation of models synthesizing 3D indoor scenes based on natural language prompts, using the Dining room dataset, assessed via generative quality metrics (iRecall, FID, KID) and scene composition metrics (V\_sum\_∩).

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 indoor scene synthesis from natural language |
| Dataset (including any stated split) | Dining room |
| Metric | iRecall (%) |
| Unit | PERCENT |
| Direction | Higher 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

- [iRecall (%)](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-from-natural-language-on-dining-room.md?metric=iRecall%20(%25)>): Higher is better; unit: PERCENT.

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

- [FID (CLIP)](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-from-natural-language-on-dining-room.md?metric=FID%20(CLIP)>): Lower is better; unit: SCALAR.

- [KID (x1e3)](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-from-natural-language-on-dining-room.md?metric=KID%20(x1e3)>): Lower is better; unit: SCALAR.

- [V\_sum\_∩](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-from-natural-language-on-dining-room.md?metric=V_sum_%E2%88%A9>): Higher is better; unit: SCALAR.

## Recorded results

| Method | iRecall (%) | Result date | Report paper |
| --- | --- | --- | --- |
| SceneNAT | 56.29 | Not recorded | 6965d1b26343fa78c832393a |
| InstructScene | 46.54 | Not recorded | 6965d1b26343fa78c832393a |
| DiffuScene | 36.68 | Not recorded | 6965d1b26343fa78c832393a |
| ATISS | 30.52 | Not recorded | 6965d1b26343fa78c832393a |

### SceneNAT

iRecall (%): 56.29. Result ID: 6997cbb25698665ec422dab9.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InstructScene

iRecall (%): 46.54. Result ID: 6997cbb25698665ec422dab8.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiffuScene

iRecall (%): 36.68. Result ID: 6997cbb25698665ec422dab7.

[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: Not recorded. This record does not assert independent reproduction.

### ATISS

iRecall (%): 30.52. Result ID: 6997cbb25698665ec422dab6.

[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: Not recorded. This record does not assert independent reproduction.

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